Exploratory Data Analysis

Setup

library(tidyverse)
library(plotly)
library(broom)

Our GitHub Repo: https://github.com/UBC-MDS/DSCI_522_US_social_determinants_of_health_by_county

Load Data

covid_data <- read.csv("US_counties_COVID19_health_weather_data.csv")

Select features

interesting_features <- c(
  "date", "county", "cases", "state", 
  "total_population", "num_deaths", "percent_smokers", 
  "percent_vaccinated", "income_ratio", 
  "population_density_per_sqmi", "percent_fair_or_poor_health",
  "percent_unemployed_CHR", "violent_crime_rate", 
  "chlamydia_rate", "teen_birth_rate"
)

covid_data <- covid_data %>% 
  select(all_of(interesting_features)) %>%
  mutate(date = as.Date(date)) # change date from character to "Date" class


# check the descriptive stats of the data frame 
summary(covid_data)

##       date               county              cases           state          
##  Min.   :2020-01-21   Length:790331      Min.   :     1   Length:790331     
##  1st Qu.:2020-06-01   Class :character   1st Qu.:    29   Class :character  
##  Median :2020-08-03   Mode  :character   Median :   174   Mode  :character  
##  Mean   :2020-08-02                      Mean   :  1586                     
##  3rd Qu.:2020-10-04                      3rd Qu.:   768                     
##  Max.   :2020-12-04                      Max.   :430713                     
##                                                                             
##  total_population     num_deaths    percent_smokers  percent_vaccinated
##  Min.   :      76   Min.   :   32   Min.   : 5.909   Min.   : 4.0      
##  1st Qu.:   12483   1st Qu.:  235   1st Qu.:14.982   1st Qu.:37.0      
##  Median :   27989   Median :  497   Median :17.021   Median :44.0      
##  Mean   :  111577   Mean   : 1425   Mean   :17.488   Mean   :42.2      
##  3rd Qu.:   75216   3rd Qu.: 1171   3rd Qu.:19.760   3rd Qu.:49.0      
##  Max.   :10057155   Max.   :84296   Max.   :41.491   Max.   :66.0      
##  NA's   :17835      NA's   :74408   NA's   :17835    NA's   :20649     
##   income_ratio    population_density_per_sqmi percent_fair_or_poor_health
##  Min.   : 2.543   Min.   :    0.038           Min.   : 8.121             
##  1st Qu.: 4.016   1st Qu.:   19.559           1st Qu.:14.361             
##  Median : 4.406   Median :   47.951           Median :17.260             
##  Mean   : 4.520   Mean   :  240.895           Mean   :17.953             
##  3rd Qu.: 4.874   3rd Qu.:  129.528           3rd Qu.:20.924             
##  Max.   :11.971   Max.   :28069.676           Max.   :40.991             
##  NA's   :18326    NA's   :17835               NA's   :17835              
##  percent_unemployed_CHR violent_crime_rate chlamydia_rate   teen_birth_rate 
##  Min.   : 1.302         Min.   :   0.0     Min.   :  35.8   Min.   :  2.11  
##  1st Qu.: 3.151         1st Qu.: 121.3     1st Qu.: 230.6   1st Qu.: 18.93  
##  Median : 3.885         Median : 209.7     Median : 332.3   Median : 28.15  
##  Mean   : 4.135         Mean   : 256.0     Mean   : 404.6   Mean   : 29.71  
##  3rd Qu.: 4.815         3rd Qu.: 340.6     3rd Qu.: 505.0   3rd Qu.: 38.97  
##  Max.   :19.904         Max.   :1819.5     Max.   :6120.3   Max.   :103.05  
##  NA's   :17835          NA's   :61879      NA's   :45401    NA's   :45172

Exploratory Data Analysis (EDA)

Table of COVID-19 prevalence for every state

library(lemon)

## 
## Attaching package: 'lemon'

## The following object is masked from 'package:purrr':
## 
##     %||%

## The following objects are masked from 'package:ggplot2':
## 
##     CoordCartesian, element_render

knit_print.data.frame <- lemon_print

covid_prevalence_table_state <- covid_data %>%
  
  # The following lines are for calculating daily growth rate
  group_by(state, date) %>%
  summarize(cases = mean(cases), 
            population = mean(total_population)) %>%
  mutate(cases_growth_rate = (cases - lag(cases) / lag(cases))) %>%
  
  # The following lines are for group_by values for each state
  group_by(state) %>%
  summarize(total_cases = max(cases), 
            total_cases_per_capita = total_cases / mean(population),
            mean_cases_growth_rate = mean(cases_growth_rate, na.rm=TRUE)) %>%
  arrange(desc(total_cases)) 

data.frame(covid_prevalence_table_state)

state	total_cases	total_cases_per_capita	mean_cases_growth_rate
Arizona	23670.2667	0.0244360	7497.36122
California	22726.5345	0.0205367	6951.46352
District of Columbia	22480.0000	0.0341118	10817.94853
New Jersey	17032.9524	0.0389308	7922.80914
Massachusetts	16911.9286	0.0321549	6630.38036
Connecticut	15863.1250	0.0343838	5925.86269
Florida	15467.0746	0.0468727	5693.83970
Delaware	12767.6667	0.0402527	4728.38806
New York	11899.0172	0.0235326	6440.54916
Rhode Island	10341.0000	0.0490331	3648.09843
Nevada	9592.0588	0.0383065	2937.64129
Maryland	8729.6667	0.0319275	3422.92093
Illinois	7565.6471	0.0083167	1813.63581
Utah	7208.9655	0.0437701	1659.05838
Pennsylvania	6040.2836	0.0287937	1792.56616
Wisconsin	6003.0139	0.0435742	1132.56702
Texas	5207.5236	0.0161997	1590.72726
Ohio	5192.7614	0.0334205	1210.07664
Michigan	5043.2048	0.0345830	1302.83976
South Carolina	4913.3261	0.0438653	1760.17478
Washington	4686.0513	0.0169303	1292.97031
Hawaii	4593.2500	0.0123169	1455.70482
Tennessee	4040.3053	0.0461387	1180.83330
Indiana	4022.7283	0.0462764	945.21423
Colorado	3952.5000	0.0380719	884.52254
Alabama	3943.2687	0.0504417	1332.25787
Minnesota	3891.4598	0.0479626	816.60573
Louisiana	3855.8281	0.0474682	1580.58791
North Carolina	3841.6500	0.0300252	1222.58620
New Mexico	3179.8485	0.0422813	708.90775
Georgia	2977.0000	0.0316687	1060.92156
Missouri	2824.3162	NA	670.27749
Oklahoma	2711.7403	0.0352858	652.83520
Idaho	2471.3864	0.0530928	621.49654
Iowa	2432.4040	0.0662412	602.09140
New Hampshire	2327.7000	0.0171459	643.56566
Oregon	2262.2500	0.0163299	570.57486
Arkansas	2194.1600	0.0493767	637.40430
Mississippi	1969.7073	0.0516428	699.78773
Virginia	1860.0000	0.0215278	685.28817
Kentucky	1654.2167	0.0327907	377.88190
Kansas	1633.4571	0.0335625	375.12967
Wyoming	1553.7826	0.0579441	241.55746
North Dakota	1546.2075	0.0822969	303.99494
Nebraska	1466.1183	0.0193500	348.50505
Alaska	1290.8519	0.0300537	241.27450
South Dakota	1278.7576	0.0783394	269.97021
Montana	1187.3929	0.0449420	203.62762
Puerto Rico	1093.1538	NA	405.38226
West Virginia	948.5818	0.0263508	194.32922
Maine	802.0625	0.0092608	247.00072
Virgin Islands	537.6667	NA	227.24793
Vermont	339.6429	0.0073269	102.24395
Northern Mariana Islands	53.0000	NA	33.44755

Table of COVID-19 prevalence for every county

covid_prevalence_table_county <- covid_data %>%
  # The following lines are for calculating daily growth rate
  group_by(county, date) %>%
  summarize(cases = mean(cases), 
            population = mean(total_population)) %>%
  mutate(cases_growth_rate = (cases - lag(cases) / lag(cases))) %>%

  # The following lines are for group_by values for each state
  group_by(county) %>%
  summarize(total_cases = max(cases), 
            total_cases_per_capita = total_cases / mean(population),
            mean_cases_growth_rate = mean(cases_growth_rate, na.rm=TRUE)) %>%
  arrange(desc(total_cases)) 

data.frame(covid_prevalence_table_county)

county	total_cases	total_cases_per_capita	mean_cases_growth_rate
Los Angeles	430713.0000	0.0428265	1.401521e+05
New York City	329406.0000	0.0389279	2.007293e+05
Miami-Dade	238812.0000	0.0896301	9.614440e+04
Maricopa	224924.0000	0.0550132	7.265949e+04
Broward	111629.0000	0.0598939	4.326573e+04
Cook	107720.6667	0.0401441	3.324747e+04
Tarrant	107178.0000	0.0550328	3.069119e+04
San Bernardino	100787.0000	0.0478399	3.193346e+04
Harris	98320.0000	0.0413515	3.666543e+04
Riverside	92489.0000	0.0397992	3.388032e+04
San Diego	88244.0000	0.0271240	2.535884e+04
Bexar	85213.0000	0.0458455	2.817482e+04
Salt Lake	85082.0000	0.0778770	2.083995e+04
Milwaukee	76570.0000	0.0801523	2.156919e+04
Philadelphia	72314.0000	0.0463570	2.857862e+04
Hennepin	71192.0000	0.0588721	1.913891e+04
Palm Beach	67734.0000	0.0484244	2.731702e+04
El Paso	59637.0000	0.0798108	1.248031e+04
Westchester	53185.0000	0.0548735	3.215615e+04
Suffolk	52144.5000	0.0478285	2.571497e+04
Utah	51958.0000	0.0920952	1.214540e+04
Oakland	50014.0000	0.0404901	1.574178e+04
DuPage	49311.0000	0.0529933	1.352993e+04
Cuyahoga	44501.0000	0.0353545	1.195233e+04
Kern	43860.0000	0.0503364	1.726071e+04
Prince George’s	43188.0000	0.0481100	2.035671e+04
Oklahoma	42872.0000	0.0560640	1.088397e+04
Pima	42698.0000	0.0425559	1.446069e+04
Gwinnett	42048.0000	0.0480965	1.590556e+04
Will	41826.0000	0.0610262	1.093180e+04
Sacramento	41095.0000	0.0277800	1.122622e+04
Macomb	40931.0000	0.0476106	1.168768e+04
Providence	40206.0000	0.0636832	1.509096e+04
Fresno	40033.0000	0.0415642	1.470475e+04
Travis	39566.0000	0.0344599	1.697494e+04
Denver	38825.0000	0.0585328	1.036825e+04
Santa Clara	37517.0000	0.0199023	1.042777e+04
Bergen	37092.0000	0.0398706	1.883609e+04
Hillsborough	35286.5000	0.0397801	1.310288e+04
Tulsa	35243.0000	0.0559570	9.784502e+03
Pinellas	34152.0000	0.0363494	1.292941e+04
Lubbock	34074.0000	0.1156297	7.962542e+03
Hudson	33588.0000	0.0502419	1.791106e+04
Nassau	33518.5000	0.0460023	2.004530e+04
New Haven	32843.0000	0.0381508	1.250619e+04
Fairfax	32246.0000	0.0284636	1.425393e+04
St. Louis	32073.5000	0.0516503	8.244147e+03
Passaic	31946.0000	0.0629845	1.603860e+04
Cobb	31809.0000	0.0436704	1.143569e+04
Allegheny	31454.0000	0.0255649	8.032857e+03
Wake	31316.0000	0.0313607	1.015832e+04
Alameda	31225.0000	0.0194522	1.149102e+04
Dallas	30932.4000	0.0510348	1.057890e+04
Hartford	30879.0000	0.0344748	1.206423e+04
Baltimore	30697.0000	0.0371785	1.159802e+04
Waukesha	29812.0000	0.0754015	5.854470e+03
Dane	29493.0000	0.0570665	5.774241e+03
Bernalillo	29458.0000	0.0436559	5.559261e+03
Arapahoe	29259.0000	0.0473701	7.615081e+03
Collin	28105.0000	0.0316986	8.146856e+03
San Joaquin	27469.0000	0.0384257	1.057736e+04
Ada	27461.0000	0.0644930	7.970632e+03
Davidson	27354.0000	0.0640481	9.790159e+03
Washoe	26974.0000	0.0613165	6.249588e+03
Contra Costa	25768.0000	0.0232579	8.661652e+03
Baltimore city	25707.0000	0.0413961	1.044047e+04
Denton	25645.0000	0.0339826	7.629466e+03
Greenville	25160.0000	0.0521785	8.922061e+03
Nueces	25117.0000	0.0706194	1.093640e+04
Stanislaus	24964.0000	0.0470521	8.788284e+03
Kansas City	24453.0000	0.0219689	7.096695e+03
King	24224.0000	0.0128614	1.207520e+04
Anoka	23888.0000	0.0700017	4.714175e+03
Duval	23379.0000	0.0457554	8.696313e+03
Mecklenburg	23327.5000	0.0433632	9.011451e+03
Ocean	23308.0000	0.0397635	1.054564e+04
Hidalgo	22760.0000	0.0450758	8.624112e+03
Fort Bend	22501.0000	0.0329079	8.674727e+03
District of Columbia	22480.0000	0.0341118	1.081795e+04
Rockland	22421.0000	0.0694919	1.308128e+04
Tulare	22386.0000	0.0491170	8.880011e+03
Monmouth	22122.0000	0.0352524	9.614978e+03
Ventura	21876.0000	0.0259468	7.101007e+03
New Castle	21753.0000	0.0394078	7.014157e+03
Middlesex	21742.0000	0.0312903	1.001079e+04
Orange	21446.8750	0.0207743	7.226842e+03
Minnehaha	21369.0000	0.1174031	5.696413e+03
East Baton Rouge	20941.0000	0.0470228	9.306202e+03
Webb	20731.0000	0.0779343	7.221253e+03
Mobile	20626.0000	0.0497863	8.281473e+03
Charleston	20459.0000	0.0537443	8.562766e+03
Bucks	19654.0000	0.0313851	6.697243e+03
Elkhart	19114.0000	0.0947927	5.141298e+03
Prince William	18968.0000	0.0427564	8.291419e+03
Multnomah	18813.0000	0.0241752	4.768286e+03
Collier	18548.0000	0.0532627	7.518699e+03
Spokane	18386.0000	0.0378423	4.160074e+03
Pinal	18046.0000	0.0453869	6.205894e+03
Anchorage	17774.0000	0.0593811	3.307165e+03
Anne Arundel	17639.0000	0.0315130	6.747955e+03
Guilford	17597.0000	0.0343816	5.551981e+03
Hampden	17551.0000	0.0374964	7.009898e+03
Norfolk	17480.0000	0.0252887	8.491000e+03
Manatee	17450.0000	0.0493759	6.479601e+03
Volusia	17080.0000	0.0334374	6.017386e+03
Kane	16946.5000	0.0586307	5.020883e+03
Snohomish	16894.0000	0.0222685	4.978981e+03
Imperial	16555.0000	0.0925859	7.526313e+03
Canyon	16409.0000	0.0809194	4.901772e+03
Brevard	16376.0000	0.0292072	5.328645e+03
Fairfield	16371.0000	0.0418029	6.257880e+03
San Francisco	16239.0000	0.0190984	5.726065e+03
Monterey	16218.0000	0.0376987	5.377038e+03
Racine	16074.0000	0.0824845	4.225263e+03
Yakima	15729.0000	0.0635051	7.958790e+03
Honolulu	15724.0000	0.0159311	5.077022e+03
Pasco	15700.0000	0.0321517	5.282528e+03
Ramsey	15563.5000	0.0546401	3.870231e+03
Horry	15464.0000	0.0514749	6.251909e+03
Weld	15389.0000	0.0553432	3.991004e+03
Galveston	15348.0000	0.0488036	6.669350e+03
Essex	15293.6000	0.0429982	6.963164e+03
San Mateo	15217.0000	0.0201617	5.600491e+03
Berks	15136.0000	0.0365518	5.607839e+03
Outagamie	15055.0000	0.0828112	3.259422e+03
Sedgwick	14939.0000	0.0405208	3.254673e+03
McLennan	14937.0000	0.0613696	4.638563e+03
Brazoria	14895.0000	0.0440135	6.038857e+03
Burlington	14691.0000	0.0326296	5.583933e+03
Stearns	14679.0000	0.0955285	3.430097e+03
Doña Ana	14506.0000	0.0678405	2.964660e+03
Sarasota	14384.0000	0.0361397	4.780858e+03
Worcester	14336.0000	0.0319055	6.120533e+03
Tuscaloosa	13897.0000	0.0686370	4.602940e+03
Weber	13831.0000	0.0573120	2.993807e+03
Dakota	13639.0000	0.0571515	3.435730e+03
St. Louis city	13600.0000	0.0430339	4.717805e+03
Spartanburg	13247.0000	0.0450228	3.978701e+03
Alachua	13190.0000	0.0514068	4.269033e+03
Sonoma	13098.0000	0.0263130	3.883457e+03
St. Charles	12900.5000	0.0605036	3.211508e+03
Merced	12891.0000	0.0486451	4.772808e+03
Clark	12602.5000	0.0407665	3.775751e+03
Lehigh	12554.0000	0.0349896	4.706917e+03
Burleigh	12372.0000	0.1366166	2.545412e+03
Sarpy	12312.0000	0.0713905	2.780725e+03
Erie	12303.6667	0.0282378	3.518707e+03
Wyandotte	12096.0000	0.0747696	4.367712e+03
Winnebago	11993.3333	0.0738518	2.750930e+03
Boulder	11950.0000	0.0380621	2.814019e+03
Onondaga	11933.0000	0.0254951	3.482551e+03
Santa Barbara	11917.0000	0.0271214	5.348186e+03
Lexington	11894.0000	0.0428301	4.288525e+03
Durham	11888.0000	0.0403506	5.014783e+03
Randall	11860.0000	0.0922218	2.551722e+03
Kings	11751.0000	0.0782039	4.518444e+03
Bristol	11594.0000	0.0371004	4.364496e+03
Brazos	11531.0000	0.0549367	4.049519e+03
Yellowstone	11466.0000	0.0738104	2.339075e+03
Solano	11418.0000	0.0265785	3.421532e+03
Black Hawk	11350.0000	0.0854534	3.430336e+03
Virginia Beach city	11318.0000	0.0251660	3.865889e+03
Washtenaw	11283.0000	0.0315095	3.270363e+03
Vanderburgh	11180.0000	0.0615327	2.586062e+03
Larimer	11164.0000	0.0343267	2.065348e+03
St. Lucie	11145.0000	0.0380199	4.556783e+03
St. Tammany	11128.0000	0.0451864	4.338511e+03
St. Joseph	11120.0000	0.0647974	2.597881e+03
Kenosha	11036.0000	0.0657312	2.920603e+03
Marathon	10993.0000	0.0812089	1.823031e+03
Calcasieu	10939.0000	0.0554623	4.594219e+03
Rutherford	10936.0000	0.0589183	3.333555e+03
Woodbury	10820.0000	0.1056372	4.085237e+03
Gaston	10809.0000	0.0510453	3.265525e+03
Forsyth	10793.0000	0.0378083	3.450882e+03
Sangamon	10792.0000	0.0543297	1.985698e+03
Luzerne	10758.0000	0.0337329	3.550693e+03
Hinds	10705.0000	0.0437660	4.250095e+03
Williamson	10545.0000	0.0418084	3.037085e+03
Loudoun	10469.0000	0.0288852	4.478271e+03
Tippecanoe	10413.0000	0.0567785	1.944727e+03
Kalamazoo	10125.0000	0.0391524	2.372734e+03
Lancaster	10115.2500	0.0438937	2.771461e+03
Peoria	9949.0000	0.0532550	2.169817e+03
Ingham	9831.0000	0.0345482	2.240112e+03
Sheboygan	9814.0000	0.0851400	1.731959e+03
Ector	9754.0000	0.0636780	3.166304e+03
Tom Green	9745.0000	0.0838179	2.454346e+03
Escambia	9711.5000	0.0541378	3.864148e+03
Muskegon	9683.0000	0.0562481	1.921277e+03
Kent	9621.2000	0.0413682	2.518860e+03
Okaloosa	9604.0000	0.0490506	2.823985e+03
Yuma	9560.5000	0.0902072	4.041425e+03
Dubuque	9547.0000	0.0990774	2.305431e+03
Pueblo	9540.0000	0.0588315	1.225489e+03
Porter	9528.0000	0.0570484	1.917435e+03
Saginaw	9456.0000	0.0484424	2.349771e+03
Fond du Lac	9409.0000	0.0922740	1.734254e+03
Plymouth	9363.0000	0.0330752	4.488557e+03
St. Johns	9339.0000	0.0427684	3.020571e+03
Mahoning	9296.0000	0.0398944	2.506706e+03
Kankakee	9226.0000	0.0827496	2.231015e+03
Davis	9173.0000	0.0457245	1.912255e+03
Rock Island	9110.0000	0.0621690	2.261152e+03
Cameron	8970.6667	0.0576680	3.944415e+03
La Crosse	8884.0000	0.0755841	1.828103e+03
Lucas	8815.0000	0.0323605	2.636968e+03
Genesee	8763.5000	0.0370159	2.207710e+03
Henrico	8710.0000	0.0270563	3.563469e+03
Dauphin	8618.0000	0.0316883	2.789463e+03
Shawnee	8568.0000	0.0479820	1.928087e+03
Hays	8559.0000	0.0460939	3.561208e+03
Navajo	8519.0000	0.0787273	4.014935e+03
Atlantic	8490.0000	0.0309825	3.223460e+03
Cache	8416.0000	0.0708274	2.077111e+03
Whitfield	8387.0000	0.0809142	2.777187e+03
Pitt	8383.0000	0.0478618	2.638185e+03
Lorain	8368.0000	0.0275181	1.800887e+03
Kootenai	8338.0000	0.0564462	1.873888e+03
Grand Forks	8313.0000	0.1191094	1.819558e+03
Eau Claire	8195.0000	0.0804165	1.462146e+03
Caddo	8181.0000	0.0552891	3.019375e+03
Bonneville	8144.0000	0.0747231	1.837008e+03
Shelby	8050.5556	0.0437244	2.758548e+03
Leon	8043.0000	0.0512326	2.721251e+03
Marin	7966.0000	0.0307143	3.557840e+03
Lake	7963.0833	0.0418938	2.332354e+03
Coconino	7897.0000	0.0571981	2.807490e+03
Santa Rosa	7884.0000	0.0481016	2.775741e+03
McHenry	7817.0000	0.0472552	1.866316e+03
Dutchess	7798.0000	0.0263531	4.139895e+03
Craighead	7613.0000	0.0739960	1.884688e+03
Robeson	7607.0000	0.0565257	2.817595e+03
Hendricks	7604.0000	0.0488008	2.026945e+03
Muscogee	7591.0000	0.0378976	3.515958e+03
Montgomery	7569.2222	0.0320901	2.570681e+03
Alamance	7517.0000	0.0480713	2.459973e+03
Hamilton	7515.5000	0.0441129	1.980710e+03
Canadian	7479.0000	0.0577212	1.598996e+03
McKinley	7457.0000	0.1003013	3.327212e+03
Cabarrus	7409.0000	0.0385291	2.388566e+03
Catawba	7381.0000	0.0474781	2.083527e+03
Sebastian	7361.0000	0.0578009	2.158842e+03
New Hanover	7339.0000	0.0339093	2.410165e+03
Clermont	7315.0000	0.0363764	1.335977e+03
DeKalb	7298.5000	0.0381599	2.486003e+03
Placer	7270.0000	0.0196184	1.986632e+03
Flathead	7263.0000	0.0766981	1.148077e+03
Olmsted	7232.0000	0.0481799	1.802679e+03
Twin Falls	7114.0000	0.0878760	1.773050e+03
Story	7076.0000	0.0746146	1.924221e+03
Tangipahoa	7052.0000	0.0554773	2.800714e+03
Etowah	7048.0000	0.0681869	2.133287e+03
Summit	7014.6667	0.0346292	1.684080e+03
Clackamas	7012.0000	0.0177534	1.632794e+03
Trumbull	6980.0000	0.0340641	1.488270e+03
Mohave	6940.0000	0.0340816	2.472083e+03
Bay	6933.5000	0.0491210	2.026000e+03
Pottawattamie	6926.0000	0.0743149	1.524093e+03
Richmond city	6896.0000	0.0318121	2.920448e+03
Vigo	6863.0000	0.0634881	1.311985e+03
Chesapeake city	6841.0000	0.0293361	2.545522e+03
Chatham	6836.5000	0.0401598	2.735104e+03
Jefferson	6806.1923	0.0430864	1.999495e+03
Osceola	6805.6667	0.0533706	2.419247e+03
Bossier	6734.0000	0.0539929	2.069906e+03
Norfolk city	6728.0000	0.0273803	2.782865e+03
Licking	6696.0000	0.0394435	1.427578e+03
DeSoto	6668.0000	0.0640856	2.210594e+03
Aiken	6665.0000	0.0403582	2.077108e+03
Centre	6657.0000	0.0418211	1.429533e+03
New London	6648.0000	0.0244382	1.834317e+03
Polk	6598.2500	0.0526744	2.034422e+03
Rapides	6562.0000	0.0495720	2.636961e+03
San Luis Obispo	6540.0000	0.0234678	2.035260e+03
Madera	6537.0000	0.0426235	2.238831e+03
Arlington	6535.0000	0.0289042	2.806884e+03
St. Clair	6531.0000	0.0483710	1.720434e+03
Cole	6529.0000	0.0852316	1.188893e+03
Bayamon	6527.0000	NA	2.457019e+03
Douglas	6483.2500	0.0406665	1.490292e+03
Mesa	6471.0000	0.0436740	7.684491e+02
Harford	6409.0000	0.0256590	1.933159e+03
Maury	6396.0000	0.0745741	1.531730e+03
Camden	6369.7500	0.0348167	2.261761e+03
Yavapai	6342.0000	0.0290138	1.648765e+03
Champaign	6339.0000	0.0513505	1.550895e+03
Delaware	6330.0000	0.0356533	2.007240e+03
Rankin	6303.0000	0.0426080	2.038293e+03
Sherburne	6272.0000	0.0687810	1.057238e+03
Cleveland	6253.6667	0.0493106	1.668443e+03
Hall	6194.0000	0.0635731	2.542855e+03
Kenton	6165.0000	0.0377311	1.517077e+03
Baldwin	6114.0000	0.0490370	2.107570e+03
Fulton	6112.5000	0.0278136	2.149881e+03
Ascension	6074.0000	0.0519105	2.349342e+03
Cape Girardeau	6074.0000	0.0777830	1.246761e+03
Clayton	6071.0000	0.0406786	2.286390e+03
Allen	6050.6000	0.0522340	1.462786e+03
Kanawha	6023.0000	0.0317608	1.523514e+03
Iredell	6002.0000	0.0358343	1.806424e+03
Buncombe	5934.0000	0.0237254	1.882841e+03
Wayne	5930.6250	0.0314746	2.195603e+03
Lebanon	5891.0000	0.0430157	1.738219e+03
Orleans	5857.6667	0.0360052	3.205514e+03
Sumner	5807.0000	0.0578234	1.697692e+03
Manitowoc	5787.0000	0.0721769	1.130365e+03
Chesterfield	5773.0000	0.0297068	2.258236e+03
Broome	5768.0000	0.0292227	1.455913e+03
Onslow	5767.0000	0.0310463	1.335749e+03
Ouachita	5764.0000	0.0615725	2.093422e+03
Coweta	5750.0000	0.0423963	1.718796e+03
Santa Fe	5713.0000	0.0387795	9.003993e+02
Sandoval	5706.0000	0.0413128	1.204943e+03
Apache	5702.0000	0.0788157	2.535477e+03
Laramie	5682.0000	0.0589059	8.393817e+02
Midland	5666.5000	0.0474537	1.459483e+03
Ozaukee	5639.0000	0.0643538	1.130969e+03
Lackawanna	5588.0000	0.0262340	2.084751e+03
Kaufman	5579.0000	0.0498882	1.832587e+03
Marion	5562.5294	0.0363109	1.747547e+03
Reno	5541.0000	0.0868454	9.026873e+02
York	5540.8000	0.0284175	1.531498e+03
Alexandria city	5513.0000	0.0363959	2.596431e+03
Bartow	5503.0000	0.0539817	1.803500e+03
Shasta	5490.0000	0.0306314	8.071963e+02
Berkeley	5486.5000	0.0353259	1.968375e+03
Westmoreland	5455.0000	0.0275122	1.082437e+03
Gregg	5426.0000	0.0440126	1.538657e+03
Natrona	5394.0000	0.0666988	7.049768e+02
Cascade	5386.0000	0.0656437	7.630000e+02
LaPorte	5384.0000	0.0485076	1.198158e+03
Chester	5381.3333	0.0271087	1.872197e+03
Chaves	5375.0000	0.0819235	9.050078e+02
St. Landry	5332.0000	0.0637045	1.949642e+03
Stark	5314.0000	0.0348219	1.038905e+03
Carolina	5285.0000	NA	1.931948e+03
St. Francois	5282.0000	0.0797524	1.231742e+03
Hernando	5249.0000	0.0296894	1.751812e+03
Kosciusko	5234.0000	0.0667083	1.103151e+03
Bell	5213.5000	0.0240542	1.749961e+03
Cambria	5209.0000	0.0378116	6.136836e+02
Faulkner	5208.0000	0.0432497	1.466261e+03
Gloucester	5199.0000	0.0313942	1.754036e+03
Carver	5192.0000	0.0534470	9.763542e+02
Indian River	5167.0000	0.0355506	1.905808e+03
Yolo	5167.0000	0.0246434	1.555586e+03
Victoria	5152.0000	0.0566222	2.345384e+03
Johnson	5146.2500	0.0454280	1.278730e+03
Seminole	5096.0000	0.0294635	1.903391e+03
Missoula	5062.0000	0.0447565	8.029283e+02
Maverick	5059.0000	0.0890199	1.986228e+03
Morris	5038.0000	0.0276975	2.349916e+03
Citrus	5015.0000	0.0357059	1.492390e+03
Lafourche	5001.0000	0.0511936	2.204913e+03
Pennington	4943.0000	0.0749143	9.783359e+02
Litchfield	4931.0000	0.0266338	1.604682e+03
Finney	4929.0000	0.1332775	1.876092e+03
Comal	4928.0000	0.0396671	1.932439e+03
Bannock	4908.0000	0.0585575	9.391020e+02
Cullman	4906.0000	0.0603325	1.275398e+03
Frederick	4885.0000	0.0294917	1.784791e+03
Pierce	4874.2000	0.0240672	1.358338e+03
Lea	4813.0000	0.0698245	9.891279e+02
Lee	4807.1667	0.0406301	1.679311e+03
Sussex	4805.6667	0.0381513	2.261846e+03
Albany	4793.0000	0.0267148	1.447914e+03
Portage	4790.0000	0.0409819	9.982062e+02
Terrebonne	4743.0000	0.0419367	2.148346e+03
Blair	4725.0000	0.0375247	6.469763e+02
Potter	4706.0000	0.0815323	1.553250e+03
Blount	4703.5000	0.0507902	1.223772e+03
Ottawa	4677.2500	0.0482214	9.129504e+02
Nash	4615.0000	0.0488955	1.436175e+03
Bibb	4601.0000	0.0504736	1.838763e+03
Charles	4595.0000	0.0297687	1.848135e+03
Beaufort	4585.5000	0.0401191	1.787764e+03
Umatilla	4576.0000	0.0597529	1.661160e+03
Santa Cruz	4552.5000	0.0278150	1.543472e+03
Starr	4515.0000	0.0716576	1.969345e+03
Kandiyohi	4504.0000	0.1059515	9.681028e+02
Muskogee	4495.0000	0.0642703	1.025759e+03
Parker	4487.0000	0.0363023	1.192216e+03
Schuylkill	4487.0000	0.0308379	1.109903e+03
Niagara	4479.0000	0.0209913	1.418116e+03
Matanuska-Susitna Borough	4469.0000	0.0452883	5.894648e+02
Payne	4468.0000	0.0558828	1.172761e+03
Richmond	4465.6667	0.0479473	1.605281e+03
Pickaway	4452.0000	0.0783748	2.304543e+03
Johnston	4431.5000	0.0413668	1.442676e+03
Allegan	4429.0000	0.0389650	7.670930e+02
Glynn	4425.0000	0.0535565	1.927704e+03
Rogers	4399.0000	0.0488941	1.143960e+03
Calumet	4398.0000	0.0885747	9.269692e+02
Richland	4364.2857	0.0457210	1.443899e+03
Blue Earth	4362.0000	0.0665710	1.051574e+03
Tazewell	4340.0000	0.0482614	7.514704e+02
Linn	4321.7500	0.0470278	9.215410e+02
Waupaca	4280.0000	0.0823489	9.613532e+02
Harnett	4247.0000	0.0335413	1.333936e+03
Roanoke city	4234.0000	0.0426260	1.201063e+03
Columbiana	4233.0000	0.0402262	1.424988e+03
Acadia	4197.0000	0.0672898	1.812027e+03
Cochise	4194.0000	0.0327204	1.236934e+03
Newport News city	4179.0000	0.0230114	1.572274e+03
Ionia	4166.0000	0.0649658	5.674585e+02
Tuscarawas	4154.0000	0.0448698	8.364113e+02
San Juan	4152.0000	NA	1.463807e+03
Ward	4140.5000	0.0862875	6.187593e+02
Lenawee	4110.0000	0.0416527	1.193492e+03
Berrien	4102.5000	0.0458762	9.725795e+02
Whiteside	4080.0000	0.0713848	7.321288e+02
Garland	4078.0000	0.0419897	1.112337e+03
Butler	4075.3750	0.0418370	9.005780e+02
Forrest	4055.0000	0.0531636	1.528619e+03
Troup	4052.0000	0.0584586	1.802627e+03
Adams	4019.8333	0.0507576	9.330158e+02
Leavenworth	4001.0000	0.0507838	1.527379e+03
Walworth	3976.0000	0.0676634	9.337192e+02
Chelan	3970.0000	0.0531026	1.139935e+03
Shawano	3968.0000	0.0958825	8.251516e+02
Wichita	3964.0000	0.0402793	8.097682e+02
Highlands	3949.0000	0.0399446	1.277496e+03
Franklin	3944.6000	0.0393700	1.180905e+03
Orangeburg	3937.0000	0.0438756	1.750367e+03
Bartholomew	3933.0000	0.0490381	9.374487e+02
Sutter	3915.0000	0.0410352	9.720591e+02
Riley	3905.0000	0.0520486	9.338687e+02
Crow Wing	3895.0000	0.0615120	5.809879e+02
Dougherty	3889.0000	0.0421225	2.353508e+03
Angelina	3879.0000	0.0442520	1.492277e+03
Iberia	3862.0000	0.0523313	1.730169e+03
Talladega	3861.0000	0.0476331	1.214318e+03
Sauk	3855.0000	0.0608841	7.726077e+02
Brown	3839.0000	0.0671325	9.774213e+02
Bulloch	3830.0000	0.0523646	1.502717e+03
Barron	3827.0000	0.0840213	5.892449e+02
Sampson	3817.0000	0.0599093	1.379981e+03
Rockingham	3784.6667	0.0228197	1.118032e+03
LaSalle	3768.5000	0.0580555	7.546437e+02
Rock	3759.6667	0.0505772	8.553636e+02
Cerro Gordo	3755.0000	0.0867145	7.666420e+02
Hamblen	3752.0000	0.0593643	1.154514e+03
Walker	3749.6667	0.0552790	1.555492e+03
Northampton	3748.0000	0.0311135	1.407632e+03
Warrick	3729.0000	0.0607062	8.894275e+02
Medina	3709.0000	0.0329824	8.885947e+02
Walton	3704.0000	0.0500625	1.165404e+03
Ulster	3697.0000	0.0204814	1.796738e+03
Kendall	3679.0000	0.0452342	9.210747e+02
Barrow	3673.0000	0.0500818	1.307171e+03
Florence	3670.0000	0.0485124	1.456189e+03
Gordon	3662.0000	0.0653007	1.126628e+03
Cass	3655.2222	0.0679595	9.158268e+02
Cumberland	3651.5000	0.0259720	1.248550e+03
Valencia	3637.0000	0.0478597	5.745675e+02
Scotts Bluff	3601.0000	0.0983907	5.539760e+02
Wright	3592.3333	0.0622314	6.644774e+02
Dodge	3571.7500	0.0859745	7.943440e+02
Wicomico	3570.0000	0.0351631	1.399365e+03
Dorchester	3569.5000	0.0382278	1.368673e+03
Fairbanks North Star Borough	3561.0000	0.0355567	8.218403e+02
Ellis	3560.0000	0.0435701	1.023289e+03
Wood	3545.7500	0.0424888	6.709883e+02
Eaton	3531.0000	0.0325306	6.424692e+02
Harrisonburg city	3529.0000	0.0678928	1.443853e+03
Gratiot	3526.0000	0.0846050	3.016984e+02
Vermilion	3525.5000	0.0508501	9.136897e+02
Washington	3523.9355	0.0326792	8.510951e+02
McLean	3519.6667	0.0515280	7.297362e+02
Madison	3518.2000	0.0485529	9.583967e+02
Wilson	3500.7500	0.0511813	1.041959e+03
Rowan	3495.5000	0.0404864	1.156813e+03
Rockwall	3493.0000	0.0396887	9.844427e+02
Monongalia	3490.0000	0.0339405	1.063585e+03
Coles	3489.0000	0.0660770	9.283776e+02
Colbert	3479.0000	0.0639793	1.075000e+03
Duplin	3479.0000	0.0588454	1.645299e+03
Lauderdale	3473.3333	0.0515058	1.061344e+03
Oconto	3468.0000	0.0925417	7.651290e+02
Boone	3466.0000	0.0522876	7.917975e+02
Otter Tail	3464.0000	0.0600409	4.805240e+02
Lafayette	3461.8333	0.0551015	1.265124e+03
Pulaski	3461.1429	0.0367682	9.811191e+02
Pettis	3439.0000	0.0815064	7.941865e+02
Joplin	3407.0000	NA	1.362056e+03
Gadsden	3393.0000	0.0735163	1.503496e+03
Val Verde	3393.0000	0.0694405	1.268929e+03
Napa	3389.0000	0.0240657	9.205461e+02
Lowndes	3385.6667	0.0530340	1.258137e+03
Caguas	3381.0000	NA	1.138023e+03
Chisago	3381.0000	0.0625636	5.129189e+02
Somerset	3375.0000	0.0267079	1.364936e+03
Barnstable	3372.0000	0.0157054	1.506691e+03
Suwannee	3366.0000	0.0771081	1.487036e+03
Benton	3365.5556	0.0460103	9.930329e+02
Craven	3347.0000	0.0321240	9.382000e+02
Knox	3342.6667	0.0366066	8.070917e+02
Dyer	3335.0000	0.0878325	8.935462e+02
Marinette	3318.0000	0.0807496	7.241865e+02
Chemung	3310.0000	0.0377242	5.941412e+02
Branch	3292.0000	0.0754994	1.254181e+03
Spotsylvania	3292.0000	0.0254836	1.315755e+03
Lewis and Clark	3272.0000	0.0495840	3.902932e+02
Fayette	3263.8182	0.0410836	8.031875e+02
Portsmouth city	3256.0000	0.0338916	1.421907e+03
Muskingum	3253.0000	0.0378295	4.607115e+02
Christian	3237.3333	0.0511160	7.097244e+02
Gila	3226.0000	0.0606630	8.922988e+02
Tolland	3225.0000	0.0212606	1.105650e+03
Smith	3208.5000	0.0448129	9.057083e+02
Lapeer	3200.0000	0.0362360	8.081294e+02
Anderson	3195.0000	0.0414875	1.008077e+03
Paulding	3194.0000	0.0356295	9.120494e+02
McCracken	3192.0000	0.0488881	5.753020e+02
Buena Vista	3188.0000	0.1559305	1.570676e+03
Union	3182.1111	0.0367103	1.302447e+03
Cabell	3177.0000	0.0328804	6.354680e+02
Tooele	3175.0000	0.0512212	6.846350e+02
Bradley	3173.0000	0.0560326	9.596609e+02
Nobles	3171.0000	0.1459340	1.765038e+03
Bullitt	3145.0000	0.0404621	6.624683e+02
Pickens	3144.6667	0.0549064	9.169389e+02
Mercer	3137.5000	0.0338146	1.172831e+03
Darlington	3135.0000	0.0463148	1.185772e+03
Stanly	3128.0000	0.0516086	1.083931e+03
Muscatine	3116.0000	0.0725512	9.242731e+02
Ogle	3097.0000	0.0595188	6.701734e+02
Dickson	3078.0000	0.0604406	8.000502e+02
Roanoke	3074.0000	0.0328226	6.845236e+02
Des Moines	3063.0000	0.0763574	6.138696e+02
Taney	3042.0000	0.0564871	7.483320e+02
Elko	3041.0000	0.0584482	6.501115e+02
Guaynabo	3041.0000	NA	1.212108e+03
Kershaw	3033.0000	0.0480742	1.184022e+03
Monroe	3031.5882	0.0285813	7.956756e+02
Callaway	3019.0000	0.0675497	5.309023e+02
Winona	3006.0000	0.0587741	5.979567e+02
Hot Spring	3004.0000	0.0898325	1.171004e+03
Bingham	2979.0000	0.0658183	6.174363e+02
Wagoner	2977.0000	0.0390734	9.080902e+02
Autauga	2945.0000	0.0534978	1.071698e+03
Jackson	2941.9167	0.0359862	7.524186e+02
Coffee	2937.6667	0.0598329	9.616498e+02
Rockdale	2911.0000	0.0332424	1.136338e+03
Lonoke	2910.0000	0.0408255	7.348103e+02
Scott	2900.0000	0.0582102	6.495269e+02
Hampton city	2882.0000	0.0210689	1.080593e+03
Hunt	2881.0000	0.0323461	1.017579e+03
St. Martin	2879.0000	0.0539290	1.286660e+03
Lynchburg city	2861.0000	0.0363279	8.271897e+02
Darke	2859.0000	0.0547859	5.904427e+02
Gibson	2856.5000	0.0685689	6.661265e+02
Creek	2856.0000	0.0402645	7.307047e+02
Dubois	2849.0000	0.0672807	7.291328e+02
Kenai Peninsula Borough	2843.0000	0.0493260	5.158199e+02
McMinn	2842.0000	0.0540243	7.317938e+02
Navarro	2842.0000	0.0589908	9.612659e+02
Livingston	2841.1667	0.0369163	7.180950e+02
Georgetown	2839.0000	0.0466910	1.147375e+03
Flagler	2838.0000	0.0275756	1.005759e+03
Suffolk city	2836.0000	0.0325749	1.145407e+03
Columbus	2833.0000	0.0496887	9.449240e+02
Ross	2830.0000	0.0366614	6.640402e+02
Codington	2827.0000	0.1013770	5.647891e+02
Charlotte	2821.0000	0.0284923	9.376158e+02
Schenectady	2819.0000	0.0182053	1.006966e+03
Chippewa	2812.3333	0.0709825	3.461120e+02
Oneida	2803.0000	0.0252659	8.114955e+02
Obion	2798.0000	0.0905502	7.496400e+02
Indiana	2797.0000	0.0319690	5.322925e+02
Miami	2793.0000	0.0477906	5.757254e+02
Mower	2791.0000	0.0711119	9.371962e+02
Ford	2788.5000	0.1130006	1.113385e+03
Carson City	2786.0000	0.0512019	4.256929e+02
Gallatin	2782.3333	0.0649691	5.042155e+02
Cherokee	2772.5000	0.0408709	8.198009e+02
Buchanan	2772.0000	0.0619878	6.964608e+02
Ashtabula	2767.0000	0.0279002	5.947799e+02
El Dorado	2740.0000	0.0149727	6.903450e+02
Limestone	2727.5000	0.0467327	7.921692e+02
St. Croix	2726.5000	NA	5.622471e+02
Tift	2721.0000	0.0668698	1.111382e+03
Hale	2718.5000	0.1075459	8.408268e+02
Hunterdon	2707.0000	0.0215340	1.147251e+03
Wapello	2698.0000	0.0765564	9.367695e+02
Sevier	2697.0000	0.0586588	8.421882e+02
Auglaize	2696.0000	0.0587735	5.132032e+02
Laurel	2694.0000	0.0449374	6.095118e+02
Isabella	2693.0000	0.0381585	5.134667e+02
Elmore	2688.0000	0.0486284	9.052970e+02
Deschutes	2685.0000	0.0157189	5.797425e+02
Kitsap	2682.0000	0.0104160	7.297860e+02
Stutsman	2681.0000	0.1270135	4.644333e+02
Colquitt	2678.0000	0.0582149	1.317741e+03
Toa Baja	2674.0000	NA	9.515822e+02
Laurens	2673.5000	0.0470681	9.750019e+02
Ware	2670.0000	0.0748507	1.069465e+03
Effingham	2656.5000	0.0581015	6.611192e+02
Edgecombe	2637.0000	0.0482357	8.707610e+02
Geauga	2631.0000	0.0279834	5.894335e+02
McClain	2628.0000	0.0706034	5.990115e+02
Oktibbeha	2627.0000	0.0531523	1.025603e+03
Greene	2626.7143	0.0422017	5.919537e+02
Granville	2622.0000	0.0449427	1.115634e+03
Coryell	2618.0000	0.0345793	9.499213e+02
Stephenson	2614.0000	0.0564786	5.366342e+02
Whatcom	2605.0000	0.0124208	8.945465e+02
Lycoming	2600.0000	0.0223535	5.085709e+02
Dearborn	2596.0000	0.0523894	5.724157e+02
Le Flore	2590.0000	0.0519194	6.501833e+02
Trempealeau	2586.0000	0.0875987	5.177642e+02
Hanover	2583.0000	0.0252742	7.776854e+02
Saratoga	2581.0000	0.0114747	7.674926e+02
Hendry	2576.0000	0.0671253	1.329745e+03
Bowie	2575.0000	0.0275451	8.678517e+02
Marquette	2559.0000	0.0612742	4.089764e+02
Bolivar	2546.0000	0.0757400	9.853372e+02
Brookings	2546.0000	0.0761477	5.231569e+02
Spalding	2543.0000	0.0397307	9.110811e+02
Houston	2541.6000	0.0398292	8.126527e+02
Oconee	2537.5000	0.0461444	7.367317e+02
Scioto	2528.0000	0.0326759	4.375992e+02
Morrison	2515.0000	0.0765601	3.789083e+02
Allegany	2513.5000	0.0421987	3.211597e+02
Malheur	2510.0000	0.0823653	8.793669e+02
Columbia	2509.6250	0.0433710	7.826385e+02
Habersham	2503.0000	0.0572454	1.074456e+03
Montcalm	2503.0000	0.0397794	3.299700e+02
Saline	2499.4000	0.0488289	6.203467e+02
Eagle	2498.0000	0.0472265	9.451758e+02
Howard	2485.7143	0.0329916	7.608556e+02
Box Elder	2482.0000	0.0481680	4.653372e+02
Nez Perce	2481.0000	0.0620328	4.215394e+02
Sumter	2474.2500	0.0366868	1.057457e+03
Dale	2473.0000	0.0498518	8.664777e+02
Loudon	2469.0000	0.0487588	7.552529e+02
Davison	2468.0000	0.1244956	3.626840e+02
Macoupin	2467.0000	0.0530743	4.226220e+02
Toa Alta	2466.0000	NA	8.854742e+02
Rice	2457.5000	0.0594711	5.652682e+02
Guadalupe	2454.0000	0.0297047	8.782008e+02
Henry	2452.2000	0.0460986	6.505295e+02
St. Mary	2441.0000	0.0460106	1.145043e+03
Warren	2438.0000	0.0401584	7.044594e+02
Whitman	2429.0000	0.0511433	6.276070e+02
Bastrop	2427.0000	0.0310017	1.054911e+03
Lassen	2422.0000	0.0758178	6.487026e+02
Walla Walla	2416.0000	0.0403953	5.612419e+02
Wasatch	2413.0000	0.0865030	6.198631e+02
Lane	2403.5000	0.0106362	4.780534e+02
Yuba	2403.0000	0.0325182	6.343915e+02
McLeod	2401.0000	0.0668318	3.806311e+02
Silver Bow	2387.0000	0.0690683	2.716241e+02
Manassas city	2355.0000	0.0572310	1.383350e+03
Chilton	2354.0000	0.0537234	8.634646e+02
Beadle	2351.0000	0.1294960	6.367212e+02
McCurtain	2351.0000	0.0710895	8.409347e+02
Beltrami	2345.0000	0.0513759	4.005476e+02
Neshoba	2333.0000	0.0791545	1.131698e+03
Clarke	2326.4000	0.0553833	7.830578e+02
Lenoir	2324.0000	0.0398334	6.953701e+02
Pottawatomie	2298.0000	0.0487479	5.218353e+02
Tipton	2296.5000	0.0593720	6.858996e+02
St. Mary’s	2295.0000	0.0207364	8.797160e+02
Culpeper	2294.0000	0.0468622	9.096265e+02
Cecil	2290.0000	0.0224125	7.386420e+02
Weakley	2278.0000	0.0669527	6.569402e+02
Shiawassee	2271.0000	0.0330087	4.762885e+02
Bureau	2263.0000	0.0669091	4.349643e+02
Goodhue	2263.0000	0.0487191	3.536890e+02
Bryan	2256.5000	0.0574229	6.373686e+02
Athens	2256.0000	0.0346528	5.047708e+02
Merrimack	2253.0000	0.0152523	5.286360e+02
Catoosa	2248.0000	0.0342448	7.016992e+02
Becker	2247.0000	0.0673258	3.369705e+02
Williams	2246.0000	0.0652264	4.601129e+02
Cassia	2240.0000	0.0955591	5.882745e+02
Bedford	2224.6667	0.0385567	5.575824e+02
Cibola	2223.0000	0.0812114	5.563765e+02
Avoyelles	2220.0000	0.0538156	8.692364e+02
East Feliciana	2206.0000	0.1116623	8.621897e+02
Broomfield	2200.0000	0.0352287	5.418687e+02
Putnam	2196.7778	0.0440895	6.968079e+02
Independence	2196.0000	0.0593033	6.063654e+02
Morton	2181.5000	0.1261165	4.452739e+02
Mississippi	2180.5000	0.0717893	6.361280e+02
Newberry	2179.0000	0.0577219	7.529264e+02
Grand Traverse	2165.0000	0.0238660	3.741790e+02
Leflore	2164.0000	0.0709508	8.487481e+02
Natchitoches	2163.0000	0.0550971	7.241523e+02
Skagit	2163.0000	0.0179539	7.765316e+02
Hawkins	2159.0000	0.0381671	5.332559e+02
Barren	2155.0000	0.0497840	5.221290e+02
St. Francis	2150.0000	0.0795619	1.058321e+03
Iberville	2133.0000	0.0643264	9.815077e+02
Henderson	2131.0000	0.0380237	6.315544e+02
Pontotoc	2120.5000	0.0614224	5.418677e+02
Jim Wells	2118.0000	0.0510534	7.787561e+02
Deaf Smith	2114.0000	0.1110352	6.700853e+02
Itasca	2106.0000	0.0464327	3.473213e+02
Floyd	2104.5000	0.0453391	5.415527e+02
St. John the Baptist	2094.0000	0.0477124	1.166970e+03
Nodaway	2090.0000	0.0907670	4.732623e+02
Grayson	2086.6667	0.0359195	5.794163e+02
Okeechobee	2084.0000	0.0528666	8.874413e+02
Hoke	2081.0000	0.0401327	7.281877e+02
Sweetwater	2077.0000	0.0463492	3.165333e+02
Isanti	2069.0000	0.0537948	3.055880e+02
Evangeline	2067.0000	0.0612172	7.237403e+02
Trujillo Alto	2065.0000	NA	7.665164e+02
Bee	2059.0000	0.0629548	9.289708e+02
Taylor	2059.0000	0.0599853	5.155516e+02
Carlton	2056.0000	0.0579449	3.028347e+02
Mifflin	2054.0000	0.0440914	2.539920e+02
San Benito	2051.0000	0.0353310	6.950940e+02
Clearfield	2047.0000	0.0252187	2.676392e+02
Chattahoochee	2042.0000	0.1718566	8.559444e+02
Bremer	2041.0000	0.0827555	4.056057e+02
Daviess	2037.0000	0.0402136	4.947179e+02
Belmont	2033.0000	0.0293667	5.861283e+02
Kay	2032.0000	0.0447597	3.914697e+02
Nacogdoches	2032.0000	0.0309964	9.450830e+02
Chambers	2029.5000	0.0563653	7.935404e+02
Juneau	2023.0000	0.0766317	3.516102e+02
Luna	2021.0000	0.0820644	4.208403e+02
Woodward	2016.0000	0.0954952	4.376585e+02
Graves	2014.0000	0.0538805	5.433952e+02
Yankton	2003.0000	0.0884366	3.473625e+02
Seward	1991.5000	0.0989609	7.554239e+02
Jerome	1991.0000	0.0877324	5.739880e+02
Pittsburg	1988.0000	0.0445311	5.294722e+02
Watauga	1987.0000	0.0376718	4.901439e+02
Grady	1984.5000	0.0493506	5.527173e+02
Sunflower	1981.0000	0.0722360	8.239689e+02
Albemarle	1979.0000	0.0189765	7.777326e+02
Thurston	1975.5000	0.0124763	5.040578e+02
Harvey	1975.0000	0.0567301	3.283532e+02
Jessamine	1968.0000	0.0385769	4.397198e+02
Rensselaer	1968.0000	0.0123032	7.015000e+02
Pender	1966.0000	0.0348841	6.624815e+02
Barry	1964.5000	0.0411075	3.505911e+02
Laclede	1952.0000	0.0549782	5.254689e+02
Marshall	1947.2500	0.0615360	5.579125e+02
Fremont	1945.5000	0.0680699	3.164956e+02
Comanche	1940.3333	0.0366121	4.544769e+02
Macon	1936.3333	0.0545800	5.052453e+02
Sandusky	1936.0000	0.0323367	4.186367e+02
Trousdale	1929.0000	0.2420326	1.391127e+03
Tallapoosa	1926.0000	0.0470238	8.187773e+02
St. Bernard	1921.0000	0.0435690	9.404924e+02
Burke	1914.6667	0.0498321	6.620013e+02
Campbell	1912.8000	0.0372882	3.549797e+02
Tuscola	1911.0000	0.0353797	4.220078e+02
Sullivan	1910.6667	0.0331403	5.379366e+02
Van Zandt	1905.0000	0.0358960	4.371423e+02
Vance	1891.0000	0.0424867	7.013984e+02
Charlottesville city	1890.0000	0.0415038	6.492099e+02
Rhea	1888.0000	0.0581621	6.166710e+02
Harrison	1885.2500	0.0350745	5.108269e+02
Oswego	1883.0000	0.0156249	3.555938e+02
San Patricio	1883.0000	0.0282283	7.734449e+02
Okmulgee	1882.0000	0.0478612	5.245692e+02
Hillsdale	1881.0000	0.0408700	3.565961e+02
Sequoyah	1881.0000	0.0454963	5.082372e+02
Calloway	1876.0000	0.0489792	4.081158e+02
Carteret	1874.0000	0.0273429	4.598803e+02
Huntingdon	1874.0000	0.0408778	4.490558e+02
Hood	1872.0000	0.0345279	5.436746e+02
Tate	1872.0000	0.0660597	6.190739e+02
Iroquois	1869.0000	0.0648643	3.497897e+02
Waushara	1867.0000	0.0770278	3.798347e+02
Covington	1862.0000	0.0649867	6.889921e+02
Crittenden	1861.0000	0.0611330	6.556673e+02
Brunswick	1856.5000	0.0260934	6.184736e+02
Pittsylvania	1855.0000	0.0297314	5.684269e+02
Yamhill	1853.0000	0.0181281	4.770606e+02
Lamar	1845.2500	0.0525430	5.851918e+02
Steuben	1842.0000	0.0274101	4.028314e+02
Stafford	1841.5000	0.0244729	6.793935e+02
Tehama	1832.0000	0.0290724	3.980735e+02
Preble	1830.0000	0.0440317	3.494538e+02
Titus	1828.0000	0.0560874	1.022665e+03
Clinton	1826.4444	0.0415677	3.776821e+02
Latah	1820.0000	0.0471588	3.581984e+02
Newaygo	1808.0000	0.0377004	3.433164e+02
Kewaunee	1807.0000	0.0883230	4.076033e+02
Minidoka	1807.0000	0.0888791	5.252209e+02
Hardin	1805.0000	0.0430203	4.590058e+02
Berkshire	1803.0000	0.0140243	6.181912e+02
Hardee	1799.0000	0.0658926	8.154696e+02
Platte	1791.3333	0.0358679	4.906673e+02
Eddy	1783.5000	0.0588179	3.381476e+02
Cowley	1783.0000	0.0495594	2.988333e+02
Randolph	1782.3750	0.0473342	5.292431e+02
Strafford	1781.0000	0.0141447	4.459070e+02
Salem	1778.0000	0.0275642	8.064747e+02
Otero	1774.5000	0.0430256	5.096831e+02
Butte	1768.6667	0.0122036	5.411977e+02
Door	1767.0000	0.0638621	3.396747e+02
Copiah	1761.0000	0.0611883	7.546429e+02
Curry	1759.0000	0.0473237	3.601412e+02
Moore	1757.3333	0.0399625	6.729119e+02
Cape May	1757.0000	0.0184164	7.774962e+02
Vega Baja	1757.0000	NA	6.217512e+02
Texas	1756.0000	0.0760659	6.983080e+02
Yell	1756.0000	0.0808620	8.264609e+02
Poinsett	1754.0000	0.0726866	4.283885e+02
Toombs	1754.0000	0.0645803	7.222253e+02
Bradford	1749.5000	0.0395561	4.144047e+02
White	1749.2000	0.0497746	4.203968e+02
Nicollet	1749.0000	0.0526395	3.837405e+02
Ponce	1746.0000	NA	6.597934e+02
Dunklin	1745.0000	0.0558025	4.675985e+02
Cocke	1744.0000	0.0494668	4.779729e+02
Raleigh	1742.0000	0.0223187	3.501496e+02
Wise	1741.0000	0.0339657	3.859076e+02
Lawrence	1735.3636	0.0484665	3.711142e+02
Payette	1732.0000	0.0760550	5.024843e+02
Greenwood	1729.5000	0.0434430	6.433837e+02
Mayes	1726.0000	0.0421768	4.163490e+02
Wharton	1722.0000	0.0416173	7.146063e+02
Cheatham	1720.0000	0.0434618	5.289464e+02
Stoddard	1712.0000	0.0574728	3.860672e+02
Defiance	1709.0000	0.0444035	2.723101e+02
Clay	1708.2778	0.0368503	4.264012e+02
Dunn	1702.5000	0.0691393	2.689035e+02
Morgan	1699.1818	0.0499654	4.410453e+02
Oglala Lakota	1699.0000	0.1191194	3.456917e+02
Mendocino	1697.0000	0.0194145	4.942107e+02
Calhoun	1695.6364	0.0480463	4.610099e+02
McDonald	1693.0000	0.0745158	7.392165e+02
Wakulla	1691.0000	0.0540014	6.172640e+02
Calvert	1688.0000	0.0186464	6.436115e+02
Chittenden	1688.0000	0.0105165	6.769366e+02
Scurry	1687.0000	0.0974356	4.991130e+02
Williamsburg	1686.0000	0.0513774	7.911732e+02
Danville city	1684.0000	0.0397545	5.073750e+02
Arecibo	1683.0000	NA	5.555728e+02
Buffalo	1681.3333	0.0717936	3.487407e+02
Langlade	1681.0000	0.0865870	3.781218e+02
Pearl River	1681.0000	0.0304711	5.640376e+02
Ravalli	1679.0000	0.0408218	2.062054e+02
Whitley	1672.5000	0.0484235	2.941944e+02
Garvin	1671.0000	0.0606094	3.177143e+02
Atascosa	1670.0000	0.0350031	5.384449e+02
Wilkes	1669.5000	0.0431258	5.455394e+02
Itawamba	1666.0000	0.0708604	4.901705e+02
Houghton	1661.0000	0.0454260	3.262048e+02
Mille Lacs	1660.0000	0.0643710	2.417371e+02
Androscoggin	1659.0000	0.0154504	5.197341e+02
Yadkin	1655.0000	0.0437611	5.349680e+02
Beaver	1654.0000	0.0217234	4.801221e+02
Freeborn	1651.0000	0.0536893	4.220283e+02
McDonough	1651.0000	0.0520377	3.748354e+02
Yazoo	1644.0000	0.0593095	6.926923e+02
Hawaii	1641.0000	0.0084727	4.414160e+02
Bethel Census Area	1640.0000	0.0916970	1.972199e+02
Howell	1635.0000	0.0406060	4.133537e+02
Jasper	1629.5000	0.0440093	4.705526e+02
LaGrange	1629.0000	0.0424274	5.086190e+02
Martin	1622.3333	0.0417636	6.207147e+02
Northumberland	1617.0000	0.0304567	4.032123e+02
Alcorn	1615.0000	0.0432871	4.756104e+02
Le Sueur	1606.0000	0.0580832	3.297043e+02
Newton	1603.1667	0.0405557	5.462162e+02
Coahoma	1600.0000	0.0645057	6.260536e+02
Fauquier	1599.0000	0.0235061	6.227708e+02
Upson	1595.0000	0.0604304	6.291746e+02
Greenup	1590.0000	0.0438560	2.846173e+02
Prentiss	1590.0000	0.0627491	4.833661e+02
Carroll	1587.0769	0.0372385	4.578773e+02
Lyon	1585.8000	0.0612006	3.702083e+02
Huntington	1585.0000	0.0431927	2.440198e+02
Dillon	1584.0000	0.0506507	6.156589e+02
Overton	1582.0000	0.0716161	4.437176e+02
Robertson	1580.6667	0.0452765	5.542286e+02
Tama	1580.0000	0.0906847	6.015759e+02
Surry	1575.0000	0.0391100	4.958075e+02
La Plata	1561.0000	0.0289106	2.447773e+02
Windham	1556.5000	0.0193054	4.451346e+02
Pope	1544.3333	0.0469405	4.603506e+02
Cowlitz	1536.0000	0.0149338	4.276950e+02
Rolette	1533.0000	0.1049497	2.241097e+02
Morehouse	1528.0000	0.0571450	4.795669e+02
Ontario	1521.0000	0.0138968	3.805437e+02
Jones	1516.5000	0.0534766	4.902744e+02
Colleton	1516.0000	0.0400169	6.374475e+02
Erath	1514.0000	0.0372530	4.840945e+02
Burnet	1512.0000	0.0339135	4.779331e+02
Baxter	1510.0000	0.0368365	2.661865e+02
Haywood	1505.0000	0.0391518	4.645820e+02
Muhlenberg	1503.0000	0.0481484	6.316275e+02
Green Lake	1502.0000	0.0795509	3.066766e+02
Crawford	1499.2727	0.0470841	3.440002e+02
Walsh	1496.0000	0.1360618	2.406367e+02
Panola	1495.5000	0.0510595	5.616822e+02
Grenada	1495.0000	0.0694767	6.479457e+02
Meeker	1490.0000	0.0645189	2.017510e+02
Prince George	1490.0000	0.0395603	4.983557e+02
Dorado	1488.0000	NA	5.356197e+02
Pointe Coupee	1484.0000	0.0663507	6.360079e+02
Pine	1483.0000	0.0510201	2.901375e+02
Marlboro	1481.0000	0.0534618	5.466357e+02
Gage	1479.0000	0.0679126	2.513618e+02
Caldwell	1478.4000	0.0464708	4.845650e+02
Shenandoah	1476.0000	0.0344401	6.327835e+02
Sioux	1475.6667	0.0938318	3.948761e+02
Halifax	1470.5000	0.0334923	4.552373e+02
Leake	1462.0000	0.0635348	6.893643e+02
Beauregard	1461.0000	0.0400988	5.839419e+02
Levy	1460.0000	0.0367693	5.767500e+02
Emanuel	1455.0000	0.0640320	5.652823e+02
Hopkins	1454.0000	0.0353936	3.958484e+02
Waseca	1453.0000	0.0763371	3.445341e+02
McNairy	1444.0000	0.0554170	4.771400e+02
Hampshire	1443.0000	0.0147975	5.677077e+02
Rio Arriba	1442.0000	0.0361186	2.992441e+02
Lavaca	1439.0000	0.0732166	5.159042e+02
Beckham	1434.0000	0.0615715	2.988594e+02
Audrain	1431.0000	0.0553193	4.013275e+02
Huron	1429.5000	0.0311976	2.870249e+02
Grimes	1429.0000	0.0526529	6.757913e+02
Noble	1427.3333	0.0550300	2.929512e+02
Nye	1427.0000	0.0330339	3.638687e+02
Woodford	1426.0000	0.0436250	2.495906e+02
West Baton Rouge	1425.0000	0.0569613	5.563885e+02
Miller	1418.3333	0.0589582	3.596776e+02
Bladen	1414.0000	0.0410402	5.751265e+02
Jersey	1410.0000	0.0628314	2.663918e+02
Clarendon	1408.0000	0.0413437	6.860347e+02
Lincoln	1406.2083	0.0511422	3.463206e+02
Winston	1403.0000	0.0662361	4.630346e+02
New Madrid	1399.0000	0.0767458	3.550976e+02
Haralson	1398.0000	0.0487669	3.474466e+02
Hockley	1398.0000	0.0598024	2.917954e+02
Sanpete	1395.0000	0.0488599	2.272130e+02
Roane	1393.5000	0.0404894	3.092442e+02
Bon Homme	1391.0000	0.1986859	2.130448e+02
Willacy	1388.0000	0.0632519	6.149405e+02
Saunders	1387.0000	0.0662179	2.968353e+02
Posey	1384.0000	0.0542171	2.948142e+02
Holmes	1383.6667	0.0514280	4.977577e+02
George	1383.0000	0.0593231	4.539070e+02
Newport	1380.0000	0.0166840	4.212283e+02
Oldham	1380.0000	0.0420051	3.413973e+02
Okanogan	1378.0000	0.0333664	5.917283e+02
Dickinson	1376.0000	0.0664171	2.634597e+02
O’Brien	1368.0000	0.0973319	3.024472e+02
Accomack	1367.0000	0.0413491	9.019653e+02
De Soto	1366.0000	0.0505047	5.916680e+02
Appling	1364.0000	0.0740902	6.279679e+02
Vilas	1364.0000	0.0638188	2.229328e+02
Lumpkin	1362.0000	0.0438027	4.794341e+02
Mahaska	1360.0000	0.0609210	3.089368e+02
Tippah	1352.0000	0.0612846	4.183050e+02
Mecosta	1344.0000	0.0310687	2.150079e+02
Matagorda	1343.0000	0.0365751	5.652091e+02
Wabash	1341.5000	0.0602930	2.080438e+02
Augusta	1339.0000	0.0180143	3.563320e+02
Davie	1339.0000	0.0322123	3.890272e+02
Roseau	1335.0000	0.0855276	1.651203e+02
McDowell	1333.5000	0.0400768	3.550315e+02
Hill	1327.0000	0.0519681	3.031181e+02
Dawson	1325.5000	0.0718198	4.550927e+02
Oceana	1324.0000	0.0506271	3.951107e+02
Grundy	1321.5000	0.0580170	2.611513e+02
Mayaguez	1321.0000	NA	5.703850e+02
Vega Alta	1318.0000	NA	4.697793e+02
Gonzales	1315.0000	0.0645557	5.858219e+02
Chattooga	1310.0000	0.0523038	4.045720e+02
Crowley	1310.0000	0.2365902	1.394538e+02
Moniteau	1295.0000	0.0817551	2.646523e+02
Geneva	1292.0000	0.0482720	4.064915e+02
Cattaraugus	1291.0000	0.0164446	2.502590e+02
Montrose	1285.0000	0.0314442	3.043915e+02
Stephens	1283.0000	0.0471854	3.414980e+02
Marengo	1278.0000	0.0636898	5.101937e+02
Plaquemines	1278.0000	0.0541893	4.707038e+02
Fentress	1275.0000	0.0710861	3.206305e+02
Attala	1268.0000	0.0664396	4.777442e+02
Waller	1266.0000	0.0269081	4.771840e+02
Stokes	1263.0000	0.0271888	3.321789e+02
Phelps	1260.5000	0.0467518	2.329712e+02
DeWitt	1257.0000	0.0608422	5.101923e+02
Grant	1244.3333	0.0447771	3.041048e+02
Seneca	1243.5000	0.0272597	2.243602e+02
Tompkins	1241.0000	0.0119020	3.156000e+02
James City	1240.0000	0.0172462	5.195019e+02
Chicot	1239.0000	0.1107338	5.339921e+02
Liberty	1234.0000	0.0311301	5.110228e+02
Green	1233.5000	0.0493717	2.632162e+02
Osage	1232.0000	0.0471660	2.869081e+02
Bledsoe	1227.0000	0.0871882	7.016534e+02
Cooper	1227.0000	0.0696645	2.657165e+02
Kleberg	1227.0000	0.0384917	4.831440e+02
Carter	1218.6000	0.0370589	2.867942e+02
Jefferson Davis	1218.5000	0.0549808	4.893012e+02
Barton	1216.0000	0.0556948	2.548125e+02
Edgefield	1216.0000	0.0460816	3.946550e+02
Frio	1216.0000	0.0655808	5.091750e+02
Hardeman	1213.5000	0.0696993	4.749323e+02
Hubbard	1213.0000	0.0587694	2.102462e+02
Canovanas	1211.0000	NA	4.870516e+02
Radford city	1211.0000	0.0704643	3.411502e+02
San Sebastian	1209.0000	NA	3.583568e+02
Big Horn	1207.0000	0.0959622	3.351534e+02
Iowa	1205.0000	0.0600470	2.103366e+02
Guernsey	1203.0000	0.0304727	1.901585e+02
Kossuth	1200.0000	0.0788126	2.027860e+02
Jay	1197.0000	0.0564729	2.012470e+02
Uvalde	1191.0000	0.0440214	4.366786e+02
Glacier	1190.0000	0.0868930	2.871796e+02
Tuolumne	1190.0000	0.0220927	1.784360e+02
Tioga	1185.5000	0.0257491	1.953358e+02
Kittitas	1185.0000	0.0276966	3.262426e+02
Simpson	1182.0000	0.0522499	4.049283e+02
Corozal	1178.0000	NA	4.128967e+02
Garfield	1177.1667	0.0391894	2.834165e+02
Hancock	1176.6000	0.0337650	2.563356e+02
Tattnall	1176.0000	0.0465558	4.510739e+02
Bond	1175.0000	0.0685651	2.149280e+02
Uinta	1175.0000	0.0562389	2.758089e+02
Russell	1174.2500	0.0374255	3.824518e+02
Roosevelt	1172.5000	0.0766568	2.362519e+02
Cooke	1172.0000	0.0301456	2.741050e+02
Hughes	1172.0000	0.0727198	2.438047e+02
Palo Pinto	1170.0000	0.0419024	3.207073e+02
Webster	1166.3750	0.0577153	3.112698e+02
Tishomingo	1164.0000	0.0596831	3.932137e+02
Queen Anne’s	1160.0000	0.0238134	4.195117e+02
Logan	1159.1000	0.0419839	2.798195e+02
Van Wert	1159.0000	0.0406652	1.565657e+02
Vernon	1157.3333	0.0324365	3.077804e+02
Snyder	1156.0000	0.0287234	2.244940e+02
Boyle	1152.0000	0.0388533	2.133068e+02
Jo Daviess	1149.0000	0.0517894	2.245136e+02
Pasquotank	1147.0000	0.0287404	4.156255e+02
Delta	1145.6667	0.0467973	2.025033e+02
Clarion	1144.0000	0.0293793	1.440438e+02
Butts	1143.0000	0.0486818	4.631362e+02
Steele	1143.0000	0.0495680	2.328779e+02
Wabasha	1143.0000	0.0535940	1.793643e+02
Petersburg city	1142.0000	0.0356908	4.751245e+02
Cortland	1140.0000	0.0234024	2.003930e+02
Ripley	1140.0000	0.0531335	2.050759e+02
Bonner	1139.0000	0.0275194	2.307831e+02
Ste. Genevieve	1137.0000	0.0633885	1.872177e+02
Geary	1134.0000	0.0308002	2.699053e+02
Peach	1133.0000	0.0421080	3.924192e+02
Pemiscot	1132.0000	0.0643218	3.284314e+02
Todd	1129.0000	0.0739012	2.622315e+02
Venango	1126.0000	0.0210625	1.338640e+02
Winchester city	1125.0000	0.0411350	3.814520e+02
Scotland	1124.0000	0.0528752	3.265078e+02
Pike	1123.5000	0.0364252	3.199815e+02
Norton	1122.0000	0.2018712	2.049263e+02
Gurabo	1118.0000	NA	3.880000e+02
Murray	1117.3333	0.0525474	2.783313e+02
Grays Harbor	1104.0000	0.0154984	2.564719e+02
Rusk	1101.0000	0.0315265	2.916513e+02
Jennings	1100.0000	0.0392535	2.586284e+02
Grainger	1099.0000	0.0481743	2.634980e+02
Andrews	1097.0000	0.0637235	3.127705e+02
Winneshiek	1097.0000	0.0527683	2.135632e+02
Smyth	1095.0000	0.0347476	2.745622e+02
Barnes	1093.0000	0.0990664	1.734542e+02
Gulf	1093.0000	0.0689546	4.638057e+02
Van Buren	1092.5000	0.0407433	2.191888e+02
Ben Hill	1092.0000	0.0627406	4.359059e+02
Ashland	1091.5000	0.0306881	1.629540e+02
Lamb	1088.0000	0.0802301	2.513147e+02
Kerr	1087.0000	0.0215226	3.414980e+02
Mountrail	1087.0000	0.1123514	2.324582e+02
Naranjito	1086.0000	NA	4.180751e+02
Starke	1079.0000	0.0467727	2.267961e+02
Gem	1078.0000	0.0639649	2.121905e+02
Fannin	1076.5000	0.0371695	3.588900e+02
Okfuskee	1074.0000	0.0879463	1.900210e+02
Assumption	1067.0000	0.0464458	4.970769e+02
Redwood	1066.0000	0.0684298	1.437645e+02
St. Lawrence	1064.0000	0.0095401	2.835370e+02
Concordia	1063.0000	0.0523955	3.296411e+02
Isle of Wight	1062.0000	0.0294779	4.217984e+02
Person	1059.0000	0.0270181	2.927381e+02
Boyd	1058.5000	0.0338005	1.830300e+02
Manati	1054.0000	NA	3.678169e+02
Penobscot	1044.0000	0.0068245	2.013257e+02
Klamath	1043.0000	0.0158160	2.055956e+02
Poweshiek	1043.0000	0.0560090	2.425798e+02
Coshocton	1040.0000	0.0283649	2.038092e+02
St. James	1035.0000	0.0479589	5.471615e+02
Ohio	1034.6667	0.0423961	2.406542e+02
Winn	1030.0000	0.0700919	3.965236e+02
Humacao	1029.0000	NA	3.693662e+02
Nevada	1027.0000	0.0183824	2.402510e+02
Karnes	1026.0000	0.0684730	4.379763e+02
Chickasaw	1025.0000	0.0687391	3.030156e+02
Gaines	1025.0000	0.0526046	2.293346e+02
Izard	1024.0000	0.0760716	2.142769e+02
Staunton city	1024.0000	0.0422547	1.967131e+02
Arkansas	1023.0000	0.0550918	2.739080e+02
Mingo	1023.0000	0.0400407	2.617288e+02
Adair	1020.0000	0.0558352	2.455932e+02
Armstrong	1020.0000	0.0272705	1.823490e+02
Hertford	1019.0000	0.0419601	4.016693e+02
Cayuga	1017.0000	0.0129089	2.070156e+02
Gooding	1015.0000	0.0669658	2.482267e+02
Tallahatchie	1012.0000	0.0684894	4.129609e+02
Avery	1008.0000	0.0571655	2.818191e+02
Abbeville	1002.0000	0.0401587	3.378731e+02
Barnwell	1001.0000	0.0456723	3.939277e+02
Alexander	1000.5000	0.0432061	2.309679e+02
Fountain	999.0000	0.0596739	1.512134e+02
Labette	999.0000	0.0479528	1.954960e+02
Menominee	999.0000	0.0731026	1.976498e+02
Southampton	998.0000	0.0545624	3.947549e+02
Glenn	997.0000	0.0356377	3.265100e+02
Terry	992.0000	0.0779629	2.158622e+02
Meade	982.3333	0.0470962	2.079731e+02
Moultrie	981.0000	0.0657727	1.867683e+02
Dixie	979.0000	0.0608679	4.385410e+02
Anson	978.0000	0.0377854	3.554718e+02
Gallia	978.0000	0.0321965	1.482412e+02
Sanilac	978.0000	0.0234190	1.409685e+02
Young	977.0000	0.0534610	2.247659e+02
McDuffie	973.0000	0.0451341	3.622332e+02
Crisp	972.0000	0.0421491	4.251961e+02
Elbert	971.0000	0.0442757	2.600291e+02
Unicoi	969.0000	0.0539983	2.069723e+02
Cottonwood	967.0000	0.0836722	1.983120e+02
Kingfisher	962.0000	0.0625000	2.339959e+02
Luce	960.0000	0.1488141	1.443429e+02
Emmet	958.0000	0.0402510	1.840817e+02
La Paz	958.0000	0.0471828	3.743913e+02
Giles	955.0000	0.0413013	2.404478e+02
Sawyer	954.0000	0.0580363	1.797113e+02
Nelson	952.3333	0.0418721	1.770591e+02
San Lorenzo	949.0000	NA	3.349108e+02
Hart	948.0000	0.0427675	2.349385e+02
Carbon	945.5000	0.0337305	1.953672e+02
Greensville	944.0000	0.0806976	4.819040e+02
Decatur	943.6000	0.0531730	3.080275e+02
Chautauqua	939.5000	0.0135927	2.111634e+02
Churchill	938.0000	0.0388438	1.416936e+02
Bertie	937.0000	0.0461031	3.420984e+02
Charles Mix	936.0000	0.1008947	1.639963e+02
Thomas	934.3333	0.0402080	3.778386e+02
Ashley	933.0000	0.0444519	2.746600e+02
Cross	927.0000	0.0534941	2.603686e+02
Kennebec	927.0000	0.0076641	2.105344e+02
Morrow	925.0000	0.0404211	2.574841e+02
Graham	923.6667	0.0427120	2.188264e+02
McKenzie	920.0000	0.0858369	1.987742e+02
Sac	918.0000	0.0914889	2.128249e+02
Watonwan	918.0000	0.0834849	3.240803e+02
Rosebud	917.0000	0.0980958	3.767676e+02
Garrett	915.0000	0.0308320	8.800781e+01
Buckingham	914.0000	0.0536700	5.415040e+02
Edgar	914.0000	0.0512677	1.567354e+02
Gladwin	914.0000	0.0360311	1.179689e+02
Hempstead	914.0000	0.0411563	2.573560e+02
Drew	913.0000	0.0488549	2.145315e+02
Allamakee	912.0000	0.0651382	2.131856e+02
Salem city	912.0000	0.0360617	2.325650e+02
Wyandot	906.0000	0.0405206	1.743834e+02
Atoka	905.0000	0.0653571	1.865569e+02
Page	904.5000	0.0462076	2.511700e+02
Wells	904.0000	0.0509532	1.518132e+02
Gray	902.0000	0.0590077	1.952126e+02
St. Thomas	898.0000	NA	3.818430e+02
Prince Edward	893.0000	0.0386965	3.549438e+02
Taos	893.0000	0.0270926	1.364084e+02
Perry	891.3000	0.0431223	2.180977e+02
Maui	888.0000	0.0054661	2.900114e+02
Uintah	888.0000	0.0244574	1.289286e+02
Aguadilla	887.0000	NA	3.073568e+02
Burnett	887.0000	0.0581296	1.650098e+02
Juneau City and Borough	886.0000	0.0272414	2.340352e+02
Childress	885.0000	0.1253719	1.308079e+02
Stone	881.3333	0.0431896	2.232941e+02
Iron	879.0000	0.0434705	2.011924e+02
Wadena	879.0000	0.0639040	1.300727e+02
Juncos	876.0000	NA	2.756244e+02
Hampton	875.0000	0.0431119	3.683740e+02
Morovis	875.0000	NA	3.364836e+02
Sabine	870.5000	0.0495803	2.823160e+02
Andrew	870.0000	0.0501528	1.946835e+02
Caswell	870.0000	0.0376721	2.679720e+02
Belknap	868.0000	0.0143728	1.430000e+02
Clare	868.0000	0.0283586	1.302171e+02
Amherst	867.0000	0.0270946	2.353735e+02
Fajardo	867.0000	NA	3.552207e+02
Gogebic	861.0000	0.0550160	1.599763e+02
Caroline	858.0000	0.0274805	3.195678e+02
Las Piedras	855.0000	NA	3.185775e+02
Bienville	853.0000	0.0612611	3.308760e+02
Barranquitas	852.0000	NA	3.235775e+02
Pecos	852.0000	0.0538355	2.607107e+02
Iosco	851.0000	0.0335396	1.799291e+02
Barbour	849.5000	0.0391226	3.177733e+02
Banks	849.0000	0.0463024	2.946707e+02
East Carroll	849.0000	0.1144359	3.853028e+02
Sibley	848.0000	0.0566959	1.460435e+02
Teton	846.6667	0.0588250	1.906088e+02
Baker	845.0000	0.0531772	2.857734e+02
Bollinger	844.0000	0.0687184	1.917549e+02
Nolan	844.0000	0.0562030	1.976205e+02
Spencer	841.0000	0.0437599	1.705426e+02
Price	835.0000	0.0609178	1.378734e+02
Appanoose	834.0000	0.0661800	1.326047e+02
Hocking	834.0000	0.0290694	1.620633e+02
Piatt	833.0000	0.0505799	1.362398e+02
Falls	828.0000	0.0479583	2.224667e+02
Idaho	828.0000	0.0509507	1.347717e+02
Colfax	827.5000	0.0714836	3.518760e+02
Brantley	826.0000	0.0448840	2.827273e+02
Charlton	826.0000	0.0636952	3.266691e+02
Cannon	825.0000	0.0595453	1.936522e+02
Meriwether	823.0000	0.0388299	3.529020e+02
Herkimer	822.0000	0.0129331	2.328801e+02
West Feliciana	820.0000	0.0533021	4.186468e+02
Benson	818.0000	0.1202587	2.430521e+02
Botetourt	818.0000	0.0246445	2.161667e+02
Ashe	817.0000	0.0302682	2.040410e+02
Montezuma	817.0000	0.0314158	1.385640e+02
Saluda	817.0000	0.0406205	3.887731e+02
Moca	816.0000	NA	2.549108e+02
Zavala	816.0000	0.0673990	2.524416e+02
Catano	811.0000	NA	2.995822e+02
Aitkin	810.0000	0.0515202	1.153983e+02
Otsego	810.0000	0.0192084	1.908702e+02
Gilchrist	807.0000	0.0473786	3.144440e+02
Goshen	804.0000	0.0593533	9.449206e+01
Walthall	804.0000	0.0542803	3.538423e+02
Otoe	802.0000	0.0504720	1.436463e+02
Cleburne	801.5000	0.0391556	2.232224e+02
Guthrie	801.0000	0.0749228	1.963695e+02
Washburn	798.0000	0.0508766	1.190427e+02
Park	797.6667	0.0386933	1.327748e+02
Cayey	792.0000	NA	2.784554e+02
Montague	791.0000	0.0408069	1.288611e+02
Wilbarger	791.0000	0.0605620	1.504274e+02
Alpena	789.0000	0.0272737	1.567764e+02
Colusa	789.0000	0.0369365	2.845992e+02
Gilmer	789.0000	0.0398679	2.911145e+02
Juniata	789.0000	0.0318004	1.710824e+02
Claiborne	788.3333	0.0410902	2.810601e+02
Siskiyou	786.0000	0.0179995	1.233450e+02
Montour	781.0000	0.0424364	1.429612e+02
Ellsworth	780.0000	0.1223529	1.176869e+02
Neosho	779.0000	0.0476220	1.270472e+02
Pipestone	777.0000	0.0836834	1.812428e+02
Bacon	776.0000	0.0689716	3.808520e+02
Sharp	776.0000	0.0455747	1.722683e+02
Gillespie	774.0000	0.0300793	1.748780e+02
Humboldt	771.3333	0.0116515	1.710214e+02
Vermillion	771.0000	0.0489462	1.207251e+02
Traill	770.0000	0.0953560	1.529005e+02
Bamberg	764.0000	0.0507405	3.558992e+02
Parke	763.0000	0.0447954	1.237469e+02
Ray	758.0000	0.0330701	1.438095e+02
Deer Lodge	757.0000	0.0824978	1.371520e+02
Yalobusha	757.0000	0.0611470	2.885534e+02
Charlevoix	756.0000	0.0288858	9.948872e+01
Conway	755.0000	0.0358500	1.757255e+02
Parmer	755.0000	0.0761012	3.230961e+02
Nemaha	754.0000	0.0897267	1.108808e+02
Brooke	753.0000	0.0320794	1.127925e+02
Preston	751.0000	0.0222235	1.295569e+02
Yauco	749.0000	NA	3.015164e+02
Manassas Park city	748.0000	0.0472610	4.374960e+02
Martinsville city	748.0000	0.0551989	2.646955e+02
Noxubee	748.0000	0.0673995	3.619922e+02
Crockett	746.5000	0.0723986	2.427652e+02
Bayfield	743.0000	0.0495763	1.081423e+02
Salinas	742.0000	NA	2.978592e+02
Crenshaw	738.0000	0.0531088	3.096047e+02
Owyhee	737.0000	0.0648996	2.096200e+02
Wexford	737.0000	0.0224497	1.100775e+02
Bleckley	732.0000	0.0570316	2.685181e+02
Conecuh	732.0000	0.0576514	3.248219e+02
Louisa	730.0000	0.0312799	2.949572e+02
Wythe	729.0000	0.0249906	1.632040e+02
Reeves	728.0000	0.0504225	1.708143e+02
Routt	725.0000	0.0302335	1.383534e+02
Fredericksburg city	723.0000	0.0259577	3.415551e+02
Asotin	721.0000	0.0326053	1.145469e+02
Hickman	720.0000	0.0471831	2.055283e+02
Custer	719.8333	0.0586250	1.349400e+02
Roscommon	718.0000	0.0300418	1.013891e+02
West Carroll	718.0000	0.0631486	2.364628e+02
Camuy	717.0000	NA	2.050094e+02
Brewster	716.0000	0.0779277	1.818618e+02
Yellow Medicine	716.0000	0.0713289	1.315951e+02
Prowers	715.0000	0.0589885	1.032050e+02
Chaffee	713.0000	0.0385260	2.299574e+02
Bullock	711.0000	0.0673806	3.910040e+02
Kanabec	709.0000	0.0445408	1.201659e+02
Early	706.0000	0.0673664	3.588346e+02
Island	703.0000	0.0087751	2.563694e+02
Red Willow	701.0000	0.0644065	9.499567e+01
Dare	695.0000	0.0197516	1.962642e+02
Teller	694.0000	0.0295671	1.397695e+02
Colorado	692.0000	0.0332820	2.702065e+02
Dinwiddie	691.0000	0.0245427	2.609129e+02
Aguada	689.0000	NA	2.250235e+02
Casey	688.0000	0.0431944	1.928077e+02
Glades	685.0000	0.0510432	3.177280e+02
Blackford	684.0000	0.0553219	1.212805e+02
Milam	684.0000	0.0280650	2.779803e+02
Chenango	682.0000	0.0138376	2.187548e+02
Fergus	682.0000	0.0596728	1.298757e+02
Burleson	681.0000	0.0390997	2.265100e+02
Cloud	680.0000	0.0731026	9.050000e+01
Palo Alto	679.0000	0.0741671	1.727190e+02
Waynesboro city	678.0000	0.0317327	1.930121e+02
Cedar	677.3333	0.0482302	1.298810e+02
Dewey	677.0000	0.1312253	9.828631e+01
Garrard	676.0000	0.0396458	1.393462e+02
Socorro	674.0000	0.0389056	1.166828e+02
Rio Grande	673.5000	NA	2.185119e+02
Alamosa	673.0000	0.0411545	2.035675e+02
Keokuk	671.0000	0.0655658	1.002112e+02
Converse	669.0000	0.0470365	1.196414e+02
Juana Diaz	666.0000	NA	2.529859e+02
Little River	666.0000	0.0527901	2.558762e+02
Humphreys	665.5000	0.0499614	2.048996e+02
De Witt	665.0000	0.0407426	1.146204e+02
Chowan	664.0000	0.0456169	2.075959e+02
Telfair	664.0000	0.0404755	2.704919e+02
Box Butte	663.0000	0.0587818	9.800000e+01
Austin	662.0000	0.0227437	2.559213e+02
Massac	661.0000	0.0444131	9.119433e+01
Catahoula	660.0000	0.0650567	2.669846e+02
Elliott	660.0000	0.0861506	1.137475e+02
Swift	656.0000	0.0691764	1.116100e+02
Susquehanna	654.0000	0.0156340	2.347589e+02
Hatillo	653.0000	NA	2.066056e+02
Hutchinson	653.0000	0.0455962	1.315239e+02
McCreary	653.0000	0.0365826	1.137165e+02
Amador	652.0000	0.0176393	1.590039e+02
Wyoming	651.6667	0.0207810	1.097214e+02
Pembina	651.0000	0.0912276	1.108565e+02
Isabela	649.0000	NA	2.050610e+02
Cabo Rojo	648.0000	NA	2.643239e+02
Rabun	648.0000	0.0397254	2.083347e+02
Turner	647.0000	0.0787333	1.910347e+02
Highland	645.0000	0.0258156	1.136020e+02
Mills	645.0000	0.0598796	1.170922e+02
Hopewell city	644.0000	0.0288375	2.670956e+02
Love	643.0000	0.0658272	1.294659e+02
Tunica	640.0000	0.0614971	2.719147e+02
Cheshire	638.0000	0.0083595	1.234015e+02
Cidra	637.0000	NA	2.363005e+02
Stewart	635.0000	0.0670961	2.136190e+02
Cuming	629.0000	0.0694644	1.307287e+02
Desha	629.0000	0.0514141	1.793042e+02
Toole	629.0000	0.1229957	1.301976e+02
Sheridan	626.8000	0.0472975	8.773290e+01
Powell	626.0000	0.0570495	7.748589e+01
Yoakum	625.0000	0.0751563	1.628304e+02
Candler	624.0000	0.0569239	2.492200e+02
Grafton	624.0000	0.0069983	1.287401e+02
Lares	624.0000	NA	2.396150e+02
Bourbon	623.5000	0.0356972	1.254642e+02
Ogemaw	623.0000	0.0295219	8.220158e+01
Renville	623.0000	0.0628989	8.406415e+01
Faribault	622.0000	0.0440541	1.209524e+02
Larue	622.0000	0.0440292	1.292103e+02
Atkinson	620.0000	0.0749879	2.861157e+02
Amite	618.0000	0.0486921	2.127888e+02
McPherson	616.6667	0.0432133	9.623677e+01
Josephine	616.0000	0.0073278	1.350039e+02
Ochiltree	615.0000	0.0581450	1.523259e+02
Mitchell	613.2000	0.0477514	1.885137e+02
McCook	607.0000	0.1080840	9.808271e+01
Mason	606.3333	0.0225417	1.189128e+02
Towns	606.0000	0.0552114	1.950082e+02
Yabucoa	600.0000	NA	2.185117e+02
Spink	598.0000	0.0914513	1.086626e+02
Sequatchie	596.0000	0.0405167	1.528016e+02
Blaine	594.7500	0.0415439	2.919720e+02
Beaverhead	594.0000	0.0637544	1.091762e+02
Yancey	593.0000	0.0336951	1.529302e+02
Stevens	592.3333	0.0272577	1.032362e+02
Greenbrier	592.0000	0.0166386	1.060317e+02
Oglethorpe	592.0000	0.0401546	2.241169e+02
Upshur	591.0000	0.0181043	1.573456e+02
Knott	588.0000	0.0370184	1.360970e+02
Lewis	587.2857	0.0218227	1.161697e+02
Woods	587.0000	0.0643288	8.730736e+01
Transylvania	586.0000	0.0177243	1.792157e+02
Brule	585.0000	0.1101280	1.512011e+02
Rockcastle	583.0000	0.0345113	1.337379e+02
Bates	581.0000	0.0351844	1.014341e+02
Bristol city	581.0000	0.0335063	1.215833e+02
Brooks	579.0000	0.0489271	2.392380e+02
Galax city	579.0000	0.0844269	2.828254e+02
Atchison	578.5000	0.0530625	1.243552e+02
Clearwater	578.5000	0.0665850	6.547211e+01
Wasco	575.0000	0.0224110	1.747470e+02
Calaveras	572.0000	0.0127716	1.676235e+02
Pitkin	569.0000	0.0324346	1.621604e+02
Baraga	568.0000	0.0659545	6.151293e+01
Coamo	568.0000	NA	2.067465e+02
Fillmore	568.0000	0.0398843	8.974710e+01
Harlan	567.5000	0.0307236	1.658104e+02
Bottineau	565.0000	0.0849624	1.190804e+02
Letcher	565.0000	0.0241639	1.184733e+02
Evans	562.0000	0.0523619	2.449280e+02
McKean	562.0000	0.0131897	7.049402e+01
Ida	560.0000	0.0795342	1.156214e+02
Dickey	559.0000	0.1083333	1.316919e+02
Guayama	558.0000	NA	2.129531e+02
Duchesne	557.0000	0.0277418	9.769388e+01
Cheboygan	556.0000	0.0217366	9.046800e+01
St. Helena	556.0000	0.0518947	2.385847e+02
Franklin city	554.0000	0.0658505	2.223629e+02
Magoffin	553.0000	0.0429115	9.950000e+01
Bosque	552.0000	0.0307470	1.894378e+02
Shoshone	552.0000	0.0439806	2.130649e+02
Major	551.0000	0.0713638	8.402449e+01
Nottoway	551.0000	0.0352279	1.762244e+02
Orocovis	551.0000	NA	2.404272e+02
Mono	550.0000	0.0391431	1.381922e+02
Tripp	548.0000	0.1000913	1.207892e+02
Zapata	548.0000	0.0382281	1.861364e+02
Craig	547.0000	0.0538220	1.307174e+02
Dent	547.0000	0.0351136	1.175862e+02
Doniphan	547.0000	0.0701912	9.167843e+01
Pratt	545.0000	0.0560181	8.138057e+01
Talbot	542.5000	0.0237415	2.157510e+02
Clinch	542.0000	0.0795421	2.192257e+02
Freestone	541.0000	0.0276232	2.246094e+02
Jeff Davis	534.5000	0.0499113	2.248740e+02
Loiza	533.0000	NA	1.906291e+02
Juab	531.0000	0.0505377	1.115918e+02
Wilcox	531.0000	0.0529528	2.668740e+02
North Slope Borough	530.0000	0.0547464	1.194632e+02
Antrim	529.0000	0.0227870	7.387952e+01
Aguas Buenas	525.0000	NA	1.992347e+02
Ciales	523.0000	NA	1.875587e+02
Meigs	522.5000	0.0301990	1.219862e+02
Florida	520.0000	NA	2.011408e+02
Pepin	518.0000	0.0704858	9.321078e+01
Choctaw	517.0000	0.0424350	1.925928e+02
Kearney	517.0000	0.0789554	1.088103e+02
Washakie	517.0000	0.0619088	9.067460e+01
Ralls	514.0000	0.0502689	9.507480e+01
Millard	513.0000	0.0407014	1.298898e+02
Clallam	512.0000	0.0070167	1.347654e+02
Dade	512.0000	0.0384299	1.225823e+02
Anasco	511.0000	NA	1.720892e+02
Fluvanna	511.0000	0.0196191	2.127821e+02
Gasconade	510.0000	0.0342857	1.039838e+02
Hamlin	510.0000	0.0850709	8.337052e+01
McIntosh	508.0000	0.0428687	1.451469e+02
Merrick	508.0000	0.0651867	9.297551e+01
Dooly	505.0000	0.0358436	2.607430e+02
Screven	505.0000	0.0357801	2.239113e+02
Rush	503.5000	0.0399832	1.112303e+02
Foster	503.0000	0.1503737	7.361024e+01
Jenkins	502.0000	0.0554390	2.315100e+02
Live Oak	502.0000	0.0419172	1.933887e+02
Powhatan	501.0000	0.0177119	1.528127e+02
Kemper	500.0000	0.0493681	2.128413e+02
Patrick	500.0000	0.0275028	1.731145e+02
Phillips	500.0000	0.0547313	1.348571e+02
Washita	497.0000	0.0427490	8.713725e+01
Pawnee	496.6667	0.0435702	1.196164e+02
Bailey	496.0000	0.0695555	1.847606e+02
Castro	496.0000	0.0629841	1.655271e+02
Power	496.0000	0.0644491	1.462656e+02
Villalba	494.0000	NA	1.336479e+02
Estill	493.0000	0.0342219	1.329622e+02
Gunnison	493.0000	0.0310278	2.298996e+02
Naguabo	492.0000	NA	1.718920e+02
Benzie	491.0000	0.0281182	7.156087e+01
Sublette	489.0000	0.0487440	7.618327e+01
Owen	486.0000	0.0291896	9.619231e+01
Arenac	482.0000	0.0314478	7.561694e+01
Utuado	478.0000	NA	1.230939e+02
Ransom	475.0000	0.0870442	9.044144e+01
Camp	474.0000	0.0375267	2.152713e+02
Lyman	473.0000	0.1226978	1.165703e+02
Dawes	472.0000	0.0519709	1.113636e+02
Barceloneta	471.0000	NA	1.546244e+02
Goochland	470.0000	0.0213840	1.793969e+02
Irwin	467.0000	0.0498665	1.739725e+02
Presidio	467.0000	0.0653695	9.483938e+01
Monona	464.0000	0.0514812	1.187668e+02
Hood River	460.0000	0.0201383	1.556289e+02
Kingsbury	459.0000	0.0905325	9.364550e+01
Caribou	458.0000	0.0672244	9.832787e+01
Stillwater	458.0000	0.0490259	8.030544e+01
Breckinridge	457.0000	0.0228500	1.019323e+02
Burt	456.0000	0.0691538	7.732636e+01
Gentry	454.0000	0.0673091	1.070372e+02
Wetzel	454.0000	0.0283803	7.460400e+01
Nowata	453.0000	0.0431018	1.089721e+02
Gregory	451.0000	0.1069481	1.103155e+02
Allendale	449.0000	0.0468245	2.065263e+02
Aransas	449.0000	0.0181568	1.687037e+02
Forest	449.0000	0.0548273	1.004024e+02
Colonial Heights city	447.0000	0.0254643	1.940882e+02
Wilkinson	445.0000	0.0480008	1.906442e+02
Manistee	444.0000	0.0181484	7.905490e+01
King George	439.0000	0.0173793	1.552727e+02
Lampasas	439.0000	0.0215651	1.349306e+02
Lemhi	436.0000	0.0563089	1.007175e+02
Metcalfe	436.0000	0.0436742	1.017091e+02
Oxford	436.0000	0.0076092	8.376718e+01
Comerio	435.0000	NA	1.613146e+02
Dallam	435.0000	0.0616846	1.782656e+02
Kusilvak Census Area	433.0000	0.0541724	9.747403e+01
Moody	433.0000	0.0671839	9.310776e+01
Trigg	432.0000	0.0302797	1.107669e+02
Wilkin	432.0000	0.0666770	6.842292e+01
Edmonson	431.0000	0.0356611	1.220887e+02
Pushmataha	431.0000	0.0386582	1.312941e+02
Mineral	430.7500	0.0423014	5.606200e+01
Keith	430.0000	0.0530668	6.738426e+01
Koochiching	428.0000	0.0331013	8.720325e+01
Heard	426.0000	0.0368162	1.319189e+02
Appomattox	425.0000	0.0277524	1.363099e+02
Lac qui Parle	425.0000	0.0614517	5.564844e+01
Pamlico	425.0000	0.0329662	1.304320e+02
Quebradillas	423.0000	NA	1.383615e+02
Swain	423.0000	0.0297176	1.364064e+02
Pocahontas	422.5000	0.0538869	1.018167e+02
Dixon	419.0000	0.0721295	9.717982e+01
La Salle	419.0000	0.0572483	2.247759e+02
Weston	419.0000	0.0583972	7.881152e+01
Worth	418.6667	0.0383431	1.613945e+02
Kingman	418.0000	0.0543069	1.041921e+02
New Kent	418.0000	0.0208468	1.358486e+02
Leelanau	416.0000	0.0191141	7.958647e+01
Kearny	415.0000	0.1052498	9.133475e+01
Lanier	415.0000	0.0399730	1.925749e+02
Coos	412.0000	0.0087507	8.176531e+01
Kodiak Island Borough	412.0000	0.0296020	5.718534e+01
Del Norte	411.0000	0.0148762	1.023659e+02
Holt	410.5000	0.0568202	7.952361e+01
Corson	409.0000	0.0980815	8.228870e+01
Luquillo	408.0000	NA	1.659577e+02
Red River	408.0000	0.0389558	1.691160e+02
Eastland	407.0000	0.0222989	1.033150e+02
Pickett	407.0000	0.0798666	1.107019e+02
San German	407.0000	NA	1.797887e+02
Alfalfa	406.0000	0.0701936	5.509787e+01
Day	402.0000	0.0719399	7.814612e+01
Runnels	402.0000	0.0386130	1.520227e+02
Lynn	400.0000	0.0698934	8.536255e+01
Clatsop	397.0000	0.0105417	1.130706e+02
Oregon	396.0000	0.0362571	8.597925e+01
Roberts	396.0000	0.0665329	8.110600e+01
Rooks	396.0000	0.0767442	6.615768e+01
Boundary	394.0000	0.0353649	1.016957e+02
Kalkaska	394.0000	0.0228287	7.705882e+01
Torrance	393.0000	0.0251939	9.974297e+01
Richardson	392.0000	0.0481041	6.752683e+01
Fleming	390.0000	0.0268170	7.942616e+01
Treutlen	389.0000	0.0579645	1.515331e+02
Dimmit	388.0000	0.0357868	1.379916e+02
LaMoure	387.0000	0.0941377	9.584530e+01
Grand	386.0000	0.0318891	6.483846e+01
Maries	386.0000	0.0429509	7.063052e+01
Republic	386.0000	0.0809564	5.153498e+01
Coosa	385.0000	0.0354381	1.153557e+02
Alleghany	384.0000	0.0286706	1.062700e+02
Breathitt	384.0000	0.0284951	6.331128e+01
Currituck	382.0000	0.0153636	1.002240e+02
Cavalier	381.0000	0.0985260	8.521557e+01
Nantucket	381.0000	0.0356275	6.849225e+01
Hickory	380.0000	0.0410057	1.340336e+02
San Augustine	377.0000	0.0440626	1.561862e+02
Aurora	375.0000	0.1372621	7.556746e+01
Norman	375.0000	0.0564929	6.929185e+01
Rains	375.0000	0.0338234	7.079412e+01
Santa Isabel	375.0000	NA	1.353005e+02
Tillman	375.0000	0.0492708	7.831148e+01
Lexington city	374.0000	0.0531552	8.181633e+01
Alger	373.0000	0.0396977	5.742938e+01
Fall River	373.0000	0.0542624	7.590800e+01
Northwest Arctic Borough	369.0000	0.0477794	1.071768e+02
Emery	363.0000	0.0343425	5.063673e+01
Refugio	363.0000	0.0496241	1.861776e+02
Perquimans	361.0000	0.0268003	1.110279e+02
Morrill	359.0000	0.0741276	7.547639e+01
Jayuya	358.0000	NA	1.771080e+02
Valley	357.3333	0.0471750	6.679053e+01
Antelope	357.0000	0.0555988	6.453414e+01
Emmons	353.0000	0.1030356	9.157613e+01
Haskell	351.6667	0.0454283	9.819986e+01
McCormick	351.0000	0.0357944	1.262276e+02
Shannon	351.0000	0.0425145	1.107225e+02
San Miguel	348.5000	0.0192563	7.439615e+01
Bent	348.0000	0.0598349	1.839904e+01
Big Stone	348.0000	0.0682621	6.150781e+01
Long	348.0000	0.0201821	1.332953e+02
Hardy	347.0000	0.0248888	6.884677e+01
Sargent	346.0000	0.0889689	5.507563e+01
Llano	345.0000	0.0175805	8.514173e+01
Moffat	345.0000	0.0264692	4.308367e+01
McCulloch	343.0000	0.0416161	8.982427e+01
Emporia city	341.0000	0.0612758	1.718776e+02
Searcy	341.0000	0.0429579	7.923846e+01
White Pine	340.0000	0.0343677	5.317155e+01
Elk	338.0000	0.0156628	4.874689e+01
Sharkey	335.0000	0.0718576	1.421508e+02
Coal	330.0000	0.0573414	7.116583e+01
Wabaunsee	330.0000	0.0474138	6.738683e+01
Coffey	329.0000	0.0390134	9.676587e+01
Kit Carson	329.0000	0.0402496	7.307510e+01
Pondera	328.0000	0.0531949	5.753219e+01
Mahnomen	325.0000	0.0593066	5.055556e+01
Aibonito	324.0000	NA	1.181925e+02
Presque Isle	324.0000	0.0250096	4.011570e+01
Menard	323.5000	0.0354223	6.165000e+01
Bennett	323.0000	0.0937591	8.768023e+01
Leslie	323.0000	0.0297175	5.616461e+01
Inyo	321.0000	0.0175161	1.067283e+02
Guayanilla	320.0000	NA	1.392441e+02
Latimer	319.0000	0.0299728	9.033333e+01
Missaukee	318.0000	0.0211549	5.874704e+01
Winkler	318.0000	0.0411757	8.078992e+01
Vinton	317.0000	0.0241469	6.047727e+01
Dickenson	315.0000	0.0205829	8.961988e+01
Mackinac	315.0000	0.0286416	5.990283e+01
Nance	314.0000	0.0870530	4.639655e+01
Southeast Fairbanks Census Area	314.0000	0.0450502	4.397959e+01
Reynolds	313.0000	0.0479326	4.287952e+01
Audubon	312.0000	0.0538581	6.718072e+01
San Saba	312.0000	0.0530522	7.660804e+01
Ness	311.0000	0.1020676	6.693000e+01
Gove	309.0000	0.1152125	5.582540e+01
Ozark	306.0000	0.0323810	1.042335e+02
Harper	305.0000	0.0643567	5.451522e+01
Rockbridge	305.0000	0.0135857	7.448047e+01
Echols	303.0000	0.0752795	1.782397e+02
Williamsburg city	301.0000	0.0200827	1.149962e+02
Buena Vista city	299.0000	0.0452345	6.457551e+01
Rincon	299.0000	NA	1.243333e+02
King William	298.0000	0.0184452	9.990361e+01
Somervell	298.0000	0.0343595	1.114101e+02
Swisher	298.0000	0.0390103	7.984000e+01
Quitman	297.5000	0.0600800	1.200731e+02
Archer	295.0000	0.0337143	7.007882e+01
Archuleta	295.0000	0.0238770	4.131727e+01
Dukes	295.0000	0.0172142	6.552362e+01
Crook	294.5000	0.0205405	5.064286e+01
Benewah	292.0000	0.0322011	1.089741e+02
Furnas	292.0000	0.0602062	4.896087e+01
Cheyenne	291.6667	0.0532159	4.134986e+01
Hand	291.0000	0.0878889	5.436937e+01
Ontonagon	291.0000	0.0472019	7.781699e+01
Chouteau	290.0000	0.0496831	7.236765e+01
Summers	290.0000	0.0217636	4.800844e+01
Nicholas	289.5000	0.0180578	5.638446e+01
Hormigueros	288.0000	NA	1.170704e+02
Klickitat	288.0000	0.0137602	1.096491e+02
Las Animas	288.0000	0.0201089	3.396735e+01
Yates	288.0000	0.0114714	6.978455e+01
Greer	287.0000	0.0471962	9.806073e+01
Penuelas	287.0000	NA	8.965728e+01
Sanborn	286.0000	0.1217539	4.610549e+01
Faulk	285.0000	0.1210705	6.711905e+01
Switzerland	284.0000	0.0270889	6.431076e+01
Thayer	284.0000	0.0550068	5.003175e+01
Bandera	281.0000	0.0133714	9.032636e+01
Pend Oreille	280.0000	0.0215368	5.646748e+01
Cotton	279.0000	0.0460244	4.602008e+01
Hanson	279.0000	0.0823009	5.743478e+01
Jack	278.0000	0.0313557	7.856485e+01
Sabana Grande	278.0000	NA	1.383427e+02
Schuyler	277.3333	0.0257104	4.144356e+01
Greenlee	277.0000	0.0300304	5.100402e+01
Pendleton	275.0000	0.0252294	5.416463e+01
Sweet Grass	275.0000	0.0756742	6.818310e+01
Twiggs	273.0000	0.0326438	1.050195e+02
Edmunds	271.0000	0.0677500	7.264021e+01
Hudspeth	270.0000	0.0775639	5.670833e+01
Patillas	269.0000	NA	1.226338e+02
Rutland	268.0000	0.0044568	9.392664e+01
Valdez-Cordova Census Area	268.0000	0.0281453	9.902370e+01
Pacific	267.0000	0.0128718	6.164706e+01
Quay	267.0000	0.0312098	5.447257e+01
Sanders	266.0000	0.0233846	7.217483e+01
Griggs	264.0000	0.1142363	5.719388e+01
Lajas	264.0000	NA	1.128216e+02
San Jacinto	261.0000	0.0096055	1.280240e+02
Chariton	258.0000	0.0338805	4.055159e+01
Kittson	258.0000	0.0581605	2.793913e+01
Crane	257.0000	0.0532863	5.672308e+01
Hemphill	257.0000	0.0619128	6.187295e+01
Hansford	255.0000	0.0459294	8.833195e+01
Callahan	253.0000	0.0186084	6.319087e+01
Fallon	252.0000	0.0865088	4.955862e+01
Hartley	252.0000	0.0422394	8.945175e+01
Alcona	251.0000	0.0239939	3.930043e+01
Ringgold	251.0000	0.0496636	5.324623e+01
Owsley	250.0000	0.0549209	3.930085e+01
Hettinger	249.0000	0.0943539	6.978882e+01
Adjuntas	248.0000	NA	1.097512e+02
Lander	248.0000	0.0419841	6.351542e+01
Rawlins	248.0000	0.0969887	1.071176e+02
Arroyo	247.0000	NA	1.107559e+02
Nuckolls	246.0000	0.0565257	3.970792e+01
Prairie	245.5000	0.0371744	6.072041e+01
Ceiba	245.0000	NA	9.576056e+01
Nome Census Area	245.0000	0.0248001	5.461803e+01
Tyler	244.5000	0.0160210	7.419057e+01
Amelia	244.0000	0.0190729	7.858103e+01
Jerauld	244.0000	0.1202563	7.261925e+01
Waldo	244.0000	0.0062450	7.807843e+01
Gates	243.0000	0.0209212	7.631707e+01
Trego	238.0000	0.0813119	4.921939e+01
Ziebach	237.0000	0.0841022	4.933491e+01
Red Lake	236.0000	0.0583869	3.925424e+01
Stanley	236.0000	0.0796221	4.612054e+01
Chase	233.5000	0.0714396	5.136147e+01
Bennington	231.0000	0.0063282	8.527574e+01
Culberson	230.0000	0.1018150	6.085629e+01
Jim Hogg	230.0000	0.0440782	7.817333e+01
Reagan	230.0000	0.0634483	7.161257e+01
Sutton	230.0000	0.0584350	8.358929e+01
Saguache	229.0000	0.0366107	9.485081e+01
Musselshell	228.0000	0.0477187	3.636290e+01
Windsor	227.0000	0.0040613	7.410943e+01
Maunabo	223.0000	NA	8.698592e+01
Plumas	223.0000	0.0118908	3.818952e+01
Terrell	222.5000	0.0343300	1.612259e+02
Kidder	222.0000	0.0917735	5.489888e+01
Oscoda	222.0000	0.0265106	3.282661e+01
Tensas	221.0000	0.0461089	9.335443e+01
Schoharie	220.0000	0.0069473	7.043846e+01
Towner	220.0000	0.0959860	5.665333e+01
Carlisle	218.0000	0.0440048	5.510667e+01
Sitka City and Borough	217.0000	0.0243246	4.813063e+01
Bland	216.0000	0.0326679	5.412500e+01
Woodruff	216.0000	0.0314273	4.272157e+01
Fairfax city	214.0000	0.0090601	1.000294e+02
Broadwater	213.0000	0.0374209	2.945769e+01
Montmorency	210.0000	0.0225394	2.248511e+01
Guanica	208.0000	NA	8.435681e+01
Barber	206.0000	0.0426413	2.670954e+01
Bear Lake	206.0000	0.0347503	5.677707e+01
Coke	206.0000	0.0638166	5.236150e+01
Ketchikan Gateway Borough	205.0000	0.0149471	5.364122e+01
Conejos	203.0000	0.0247169	4.045972e+01
Miner	202.0000	0.0878643	4.194118e+01
Stanton	202.0000	0.0490680	4.392769e+01
Trimble	202.0000	0.0230831	4.506303e+01
Wolfe	202.0000	0.0279740	4.085427e+01
Clear Creek	200.0000	0.0216497	4.020677e+01
Trinity	199.5000	0.0143974	6.698770e+01
Cherry	198.0000	0.0342501	3.324590e+01
Huerfano	196.0000	0.0300567	1.995686e+01
Addison	195.0000	0.0052808	8.081081e+01
Ritchie	195.0000	0.0194146	2.287442e+01
Sierra	195.0000	0.0255523	3.156164e+01
Kimball	193.0000	0.0519795	2.995161e+01
Deuel	192.5000	0.0530324	3.448008e+01
Coleman	192.0000	0.0226522	5.002315e+01
Bath	191.5000	0.0195031	3.695122e+01
Blanco	190.0000	0.0174025	8.179134e+01
Bowman	190.0000	0.0586782	4.020332e+01
Kiowa	189.6667	0.0330649	3.443902e+01
Edwards	188.6667	0.0476030	4.051770e+01
Bracken	188.0000	0.0223703	3.633068e+01
Mellette	188.0000	0.0902544	4.710920e+01
Perkins	187.5000	0.0631673	4.758219e+01
Roger Mills	187.0000	0.0501072	5.539161e+01
Schoolcraft	186.0000	0.0227217	3.384167e+01
Concho	183.0000	0.0441816	5.677311e+01
Goliad	183.0000	0.0245210	8.034959e+01
Sherman	182.7500	0.0538390	3.844273e+01
Crosby	182.0000	0.0303992	5.967635e+01
Yukon-Koyukuk Census Area	181.0000	0.0323214	5.175203e+01
Covington city	179.0000	0.0316814	2.983254e+01
Lunenburg	177.0000	0.0142169	7.161411e+01
Schley	176.0000	0.0345844	6.906426e+01
Wheeler	175.5000	0.0306144	6.391268e+01
Lamoille	174.0000	0.0069223	4.687402e+01
Aroostook	173.0000	0.0024926	3.551020e+01
Fisher	172.0000	0.0447102	5.398522e+01
Ballard	170.0000	0.0206913	4.160000e+01
Los Alamos	170.0000	0.0094999	2.833197e+01
Mathews	170.0000	0.0192134	4.269685e+01
Sagadahoc	170.0000	0.0048386	5.149225e+01
Rio Blanco	168.0000	0.0252328	2.037551e+01
Tucker	168.0000	0.0242704	2.352308e+01
Hot Springs	166.0000	0.0347208	3.011858e+01
Garza	165.0000	0.0249471	7.632110e+01
Haakon	164.0000	0.0791124	4.347020e+01
Las Marias	162.0000	NA	6.999531e+01
Cochran	159.0000	0.0538071	4.378222e+01
Poquoson city	159.0000	0.0131753	4.707510e+01
Traverse	159.0000	0.0468060	2.734677e+01
Boise	158.0000	0.0229285	6.419753e+01
Hyde	157.5000	0.0464259	4.690000e+01
Tillamook	152.0000	0.0059487	3.558498e+01
Caledonia	151.0000	0.0048932	2.994902e+01
Lipscomb	151.0000	0.0430567	3.330000e+01
Mariposa	149.0000	0.0084443	5.535455e+01
Charles City	146.0000	0.0206040	5.445594e+01
Hodgeman	145.0000	0.0755602	2.987755e+01
Real	144.0000	0.0430108	8.149451e+01
Wallace	143.0000	0.0902778	5.189216e+01
Tyrrell	142.0000	0.0343992	7.128205e+01
Menifee	137.0000	0.0215918	3.574510e+01
Granite	136.0000	0.0423412	3.783951e+01
Schleicher	136.0000	0.0428887	4.760345e+01
Braxton	134.0000	0.0092650	2.143333e+01
Kimble	134.0000	0.0300921	1.987143e+01
Harmon	132.0000	0.0469250	4.732051e+01
Oliver	131.0000	0.0740950	2.440964e+01
Doddridge	130.0000	0.0155447	4.226515e+01
Wirt	129.0000	0.0221421	1.730800e+01
Divide	127.0000	0.0536091	1.946614e+01
Baca	126.0000	0.0345395	2.012749e+01
Daniels	126.0000	0.0705092	2.606061e+01
Issaquena	125.0000	0.0924556	7.375309e+01
Niobrara	125.0000	0.0500400	1.205882e+01
Ouray	124.0000	0.0266609	2.451639e+01
Hitchcock	121.0000	0.0422191	1.658257e+01
Kauai	120.0000	0.0017034	4.288302e+01
Donley	118.0000	0.0336566	4.946748e+01
Frontier	118.0000	0.0454021	1.736530e+01
Pleasants	118.0000	0.0155018	1.588095e+01
Falls Church city	117.0000	0.0086048	5.962128e+01
Carson	114.0000	0.0189149	2.428696e+01
Gosper	114.0000	0.0576631	2.945817e+01
Modoc	114.0000	0.0126204	3.160156e+01
Skamania	112.0000	0.0098975	3.846825e+01
Greeley	111.5000	0.0542444	2.006667e+01
Aleutians West Census Area	111.0000	0.0194260	7.241530e+01
McCone	111.0000	0.0661502	3.451825e+01
Vieques	111.0000	NA	6.213270e+01
Jewell	110.0000	0.0366300	1.506148e+01
Meagher	110.0000	0.0561224	2.199605e+01
Lake of the Woods	109.0000	0.0279416	3.328788e+01
Wheatland	109.0000	0.0516833	2.124107e+01
Harney	108.0000	0.0149709	1.647273e+01
King and Queen	106.0000	0.0148459	4.325403e+01
St. John	106.0000	NA	2.943388e+01
Osborne	104.0000	0.0277629	1.250204e+01
Saipan	104.0000	NA	6.643357e+01
Dillingham Census Area	102.0000	0.0204819	3.347594e+01
Pershing	101.0000	0.0150972	2.090000e+01
Ferry	100.0000	0.0130907	1.689764e+01
Rappahannock	100.0000	0.0134844	3.963900e+01
Maricao	99.0000	NA	5.376238e+01
Golden Valley	97.0000	0.0896126	2.263713e+01
Kinney	96.0000	0.0268306	3.446809e+01
Sully	96.0000	0.0659341	1.574153e+01
Gilpin	91.0000	0.0159425	1.794979e+01
Norton city	91.0000	0.0228758	2.366520e+01
Costilla	90.0000	0.0250696	2.392460e+01
Powder River	90.0000	0.0546117	2.992537e+01
Wibaux	89.0000	0.0778653	2.449650e+01
Glascock	86.0000	0.0281690	3.062085e+01
Upton	84.0000	0.0241727	2.241667e+01
Cimarron	82.0000	0.0361393	1.664317e+01
Garden	82.0000	0.0424870	1.765054e+01
Woodson	78.0000	0.0244821	1.590196e+01
Bristol Bay Borough	76.0000	0.0806794	5.815426e+01
Dundy	75.0000	0.0411410	1.866176e+01
Keweenaw	74.0000	0.0337130	1.306215e+01
Wallowa	72.0000	0.0105325	2.164113e+01
Dickens	69.0000	0.0308449	2.231667e+01
Cottle	68.0000	0.0435897	1.867873e+01
Judith Basin	66.0000	0.0333165	1.395556e+01
Shackelford	59.0000	0.0177550	1.954976e+01
Storey	59.0000	0.0149708	1.069000e+01
Baylor	57.0000	0.0156636	1.968132e+01
Piscataquis	57.0000	0.0033443	7.423581e+00
Camas	54.0000	0.0557851	1.331452e+01
Collingsworth	54.0000	0.0178100	1.316901e+01
Prince of Wales-Hyder Census Area	54.0000	0.0084719	1.624473e+01
Alpine	53.0000	0.0447635	3.654619e+00
De Baca	53.0000	0.0268083	9.941176e+00
Piute	47.0000	0.0252824	1.131280e+01
Grand Isle	46.0000	0.0066235	1.234025e+01
Hooker	46.0000	0.0687593	1.344872e+01
Rich	46.0000	0.0201401	1.441714e+01
Denali Borough	45.0000	0.0211765	1.332099e+01
Hayes	45.0000	0.0444225	2.401639e+01
Glasscock	44.0000	0.0351157	7.821101e+00
Harding	42.0000	0.0564080	7.028889e+00
Mora	42.0000	0.0091344	1.060544e+01
Aleutians East Borough	41.0000	0.0124280	9.179775e+00
Billings	41.0000	0.0438034	1.425749e+01
Briscoe	41.0000	0.0245215	1.183333e+01
Catron	41.0000	0.0115591	6.056680e+00
Sterling	41.0000	0.0332522	1.201770e+01
Taliaferro	41.0000	0.0215336	1.438605e+01
Wahkiakum	36.0000	0.0088867	5.754098e+00
Foard	35.0000	0.0265152	1.123810e+01
Treasure	35.0000	0.0413712	8.355828e+00
Irion	34.0000	0.0208461	8.686487e+00
Loup	32.0000	0.0590406	8.737374e+00
McMullen	30.0000	0.0447094	1.752448e+01
Stonewall	30.0000	0.0243309	1.288489e+01
Dolores	29.0000	0.0162102	2.914286e+00
Motley	26.0000	0.0254403	5.791489e+00
Culebra	25.0000	NA	1.527513e+01
Throckmorton	25.0000	0.0164474	9.000000e+00
Eureka	24.0000	0.0138728	8.000000e+00
Gilliam	24.0000	0.0125457	7.823529e+00
Keya Paha	24.0000	0.0326087	7.623762e+00
Petersburg Borough	23.0000	0.0071965	8.041322e+00
Wrangell City and Borough	21.0000	0.0087464	1.335754e+01
Slope	19.0000	0.0285714	5.824490e+00
Haines Borough	17.0000	0.0067247	8.640449e+00
Arthur	16.0000	0.0366133	3.575000e+00
Banner	16.0000	0.0201765	2.573034e+00
Kenedy	13.0000	0.0232975	6.279221e+00
Esmeralda	12.0000	0.0112254	6.238095e+00
Skagway Municipality	11.0000	0.0108481	6.367347e+00
Hinsdale	10.0000	0.0116822	2.248062e+00
Daggett	9.0000	0.0119840	7.058824e-01
Petroleum	8.0000	0.0179775	3.283333e+00
Borden	5.0000	0.0071633	1.611111e+00
Lake and Peninsula Borough	5.0000	0.0035436	3.434066e+00
Tinian	2.0000	NA	4.615385e-01
Loving	1.0000	0.0131579	0.000000e+00

Visualization 1 - relationships between total COVID-19 cases per capita of each state and other features

covid_data_group_by_sate <- covid_data %>%
  group_by(state) %>%
  summarize(
            num_deaths = max(num_deaths), 
            percent_smokers = mean(percent_smokers, na.rm=TRUE), 
            percent_vaccinated = max(percent_vaccinated), 
            income_ratio = mean(income_ratio, na.rm=TRUE), 
            population_density_per_sqmi = mean(population_density_per_sqmi, 
                                               na.rm=TRUE), 
            percent_fair_or_poor_health = mean(percent_fair_or_poor_health, 
                                               na.rm=TRUE), 
            percent_unemployed_CHR = mean(percent_unemployed_CHR, na.rm=TRUE), 
            violent_crime_rate = mean(violent_crime_rate, na.rm=TRUE), 
            chlamydia_rate = mean(chlamydia_rate, na.rm=TRUE), 
            teen_birth_rate = mean(teen_birth_rate, na.rm=TRUE)
            ) %>%
  merge(covid_prevalence_table_state, by="state") %>%
  arrange(desc(total_cases)) 

par(mfrow=c(3, 4))

covid_data_group_by_sate_long <- covid_data_group_by_sate %>%
    select_if(is.numeric) %>%
    pivot_longer(-total_cases_per_capita) 

case_per_capita_plot <- covid_data_group_by_sate_long %>%
  ggplot(aes(x=value, y=total_cases_per_capita)) + 
  geom_point() +
  facet_wrap(~name, scales='free') +
  theme(strip.text = element_text(size=7),
        axis.text.x = element_text(size=7), 
        axis.text.y = element_text(size=7)) +
  labs(title="Plots of relationships between total COVID-19 cases per capita and other features",
       x ="", 
       y = "COVID-19 cases per capita")

fig_case_per_capita_plot <- ggplotly(case_per_capita_plot)
fig_case_per_capita_plot

Visualization 2 - relationships between average COVID-19 cases growth rate for each state and other features

par(mfrow=c(3, 4))

covid_data_group_by_sate_long <- covid_data_group_by_sate %>%
    select_if(is.numeric) %>%
    pivot_longer(-mean_cases_growth_rate) 

covid_growth_rate_plot <- covid_data_group_by_sate_long %>%
  ggplot(aes(x=value, y=mean_cases_growth_rate)) + 
  geom_point() +
  facet_wrap(~name, scales='free') +
  theme(strip.text = element_text(size=7),
        axis.text.x = element_text(size=7), 
        axis.text.y = element_text(size=7)) +
  labs(title="Plots of relationships between average COVID-19 growth rate and other features",
       x ="", 
       y = "COVID-19 growth rate")

fig_covid_growth_rate_plot <- ggplotly(covid_growth_rate_plot)
fig_covid_growth_rate_plot

Visualization 3 - distributions of numeric features

par(mfrow=c(3, 4))

covid_data_group_by_sate_long <- covid_data_group_by_sate %>%
    select_if(is.numeric) %>%
    pivot_longer(everything()) 

covid_data_group_by_sate_long %>%
  ggplot(aes(x=value)) + 
  geom_density(fill='grey') +
  facet_wrap(~name, scales='free') + 
  theme(strip.text = element_text(size=7),
        axis.text.x = element_text(size=7), 
        axis.text.y = element_text(size=7)) +
  labs(title="Density plots of numeric feature",
       x ="", 
       y = "Density")